Dataset statistics
| Number of variables | 80 |
|---|---|
| Number of observations | 1459 |
| Missing cells | 7878 |
| Missing cells (%) | 6.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 912.0 KiB |
| Average record size in memory | 640.1 B |
Variable types
| Numeric | 30 |
|---|---|
| Categorical | 48 |
| Boolean | 1 |
| Text | 1 |
Utilities has constant value "AllPub" | Constant |
Id is highly overall correlated with Alley and 3 other fields | High correlation |
MSSubClass is highly overall correlated with LotFrontage and 12 other fields | High correlation |
MSZoning is highly overall correlated with Alley and 1 other fields | High correlation |
LotFrontage is highly overall correlated with MSSubClass and 6 other fields | High correlation |
LotArea is highly overall correlated with MSZoning and 12 other fields | High correlation |
Alley is highly overall correlated with BldgType and 8 other fields | High correlation |
LotShape is highly overall correlated with MiscFeature | High correlation |
LandContour is highly overall correlated with Neighborhood | High correlation |
LotConfig is highly overall correlated with PoolQC | High correlation |
LandSlope is highly overall correlated with MiscFeature | High correlation |
Neighborhood is highly overall correlated with Alley and 2 other fields | High correlation |
Condition1 is highly overall correlated with Condition2 | High correlation |
Condition2 is highly overall correlated with Alley | High correlation |
BldgType is highly overall correlated with Alley and 1 other fields | High correlation |
HouseStyle is highly overall correlated with MSSubClass and 5 other fields | High correlation |
OverallQual is highly overall correlated with Alley and 22 other fields | High correlation |
OverallCond is highly overall correlated with Alley and 5 other fields | High correlation |
YearBuilt is highly overall correlated with MSSubClass and 26 other fields | High correlation |
YearRemodAdd is highly overall correlated with Alley and 15 other fields | High correlation |
RoofStyle is highly overall correlated with RoofMatl | High correlation |
RoofMatl is highly overall correlated with RoofStyle | High correlation |
Exterior1st is highly overall correlated with Exterior2nd | High correlation |
Exterior2nd is highly overall correlated with Exterior1st | High correlation |
MasVnrType is highly overall correlated with Heating and 1 other fields | High correlation |
MasVnrArea is highly overall correlated with LotArea and 10 other fields | High correlation |
ExterQual is highly overall correlated with Alley and 1 other fields | High correlation |
ExterCond is highly overall correlated with OverallQual and 2 other fields | High correlation |
Foundation is highly overall correlated with Alley | High correlation |
BsmtQual is highly overall correlated with Alley and 1 other fields | High correlation |
BsmtCond is highly overall correlated with 3SsnPorch | High correlation |
BsmtExposure is highly overall correlated with ExterQual and 1 other fields | High correlation |
BsmtFinType1 is highly overall correlated with Alley | High correlation |
BsmtFinSF1 is highly overall correlated with LotArea and 9 other fields | High correlation |
BsmtFinType2 is highly overall correlated with BsmtFinType1 and 1 other fields | High correlation |
BsmtFinSF2 is highly overall correlated with BsmtFinType2 and 1 other fields | High correlation |
BsmtUnfSF is highly overall correlated with TotalBsmtSF | High correlation |
TotalBsmtSF is highly overall correlated with LotArea and 11 other fields | High correlation |
Heating is highly overall correlated with MasVnrType | High correlation |
HeatingQC is highly overall correlated with Neighborhood and 6 other fields | High correlation |
CentralAir is highly overall correlated with OverallQual and 4 other fields | High correlation |
Electrical is highly overall correlated with CentralAir | High correlation |
1stFlrSF is highly overall correlated with LotArea and 8 other fields | High correlation |
2ndFlrSF is highly overall correlated with MSSubClass and 9 other fields | High correlation |
LowQualFinSF is highly overall correlated with EnclosedPorch | High correlation |
GrLivArea is highly overall correlated with MSSubClass and 17 other fields | High correlation |
BsmtFullBath is highly overall correlated with BsmtFinSF1 and 1 other fields | High correlation |
BsmtHalfBath is highly overall correlated with KitchenAbvGr and 2 other fields | High correlation |
FullBath is highly overall correlated with Neighborhood and 9 other fields | High correlation |
HalfBath is highly overall correlated with MSSubClass and 7 other fields | High correlation |
BedroomAbvGr is highly overall correlated with MSSubClass and 6 other fields | High correlation |
KitchenAbvGr is highly overall correlated with BldgType | High correlation |
KitchenQual is highly overall correlated with ExterQual | High correlation |
TotRmsAbvGrd is highly overall correlated with LotArea and 13 other fields | High correlation |
Fireplaces is highly overall correlated with Neighborhood and 3 other fields | High correlation |
FireplaceQu is highly overall correlated with Neighborhood and 2 other fields | High correlation |
GarageType is highly overall correlated with MSSubClass and 5 other fields | High correlation |
GarageYrBlt is highly overall correlated with MSZoning and 13 other fields | High correlation |
GarageFinish is highly overall correlated with MSSubClass and 11 other fields | High correlation |
GarageCars is highly overall correlated with Neighborhood and 12 other fields | High correlation |
GarageArea is highly overall correlated with Neighborhood and 10 other fields | High correlation |
GarageQual is highly overall correlated with CentralAir | High correlation |
PavedDrive is highly overall correlated with Neighborhood and 7 other fields | High correlation |
WoodDeckSF is highly overall correlated with BsmtFinSF2 | High correlation |
OpenPorchSF is highly overall correlated with LotArea and 8 other fields | High correlation |
EnclosedPorch is highly overall correlated with LowQualFinSF and 1 other fields | High correlation |
3SsnPorch is highly overall correlated with BsmtCond | High correlation |
ScreenPorch is highly overall correlated with MiscFeature | High correlation |
PoolArea is highly overall correlated with LotArea and 4 other fields | High correlation |
PoolQC is highly overall correlated with Id and 17 other fields | High correlation |
MiscFeature is highly overall correlated with LandSlope and 2 other fields | High correlation |
MiscVal is highly overall correlated with LotArea and 7 other fields | High correlation |
YrSold is highly overall correlated with Id and 1 other fields | High correlation |
SaleType is highly overall correlated with SaleCondition | High correlation |
SaleCondition is highly overall correlated with SaleType | High correlation |
Street is highly overall correlated with Alley and 1 other fields | High correlation |
MSZoning is highly imbalanced (54.3%) | Imbalance |
Street is highly imbalanced (96.1%) | Imbalance |
LandContour is highly imbalanced (68.9%) | Imbalance |
LandSlope is highly imbalanced (83.1%) | Imbalance |
Condition1 is highly imbalanced (70.4%) | Imbalance |
Condition2 is highly imbalanced (95.6%) | Imbalance |
BldgType is highly imbalanced (57.4%) | Imbalance |
RoofStyle is highly imbalanced (67.7%) | Imbalance |
RoofMatl is highly imbalanced (94.8%) | Imbalance |
ExterCond is highly imbalanced (68.8%) | Imbalance |
BsmtCond is highly imbalanced (74.4%) | Imbalance |
BsmtFinType2 is highly imbalanced (67.6%) | Imbalance |
Heating is highly imbalanced (95.8%) | Imbalance |
CentralAir is highly imbalanced (63.7%) | Imbalance |
Electrical is highly imbalanced (75.4%) | Imbalance |
BsmtHalfBath is highly imbalanced (77.8%) | Imbalance |
KitchenAbvGr is highly imbalanced (82.7%) | Imbalance |
Functional is highly imbalanced (82.3%) | Imbalance |
GarageQual is highly imbalanced (80.8%) | Imbalance |
GarageCond is highly imbalanced (87.9%) | Imbalance |
PavedDrive is highly imbalanced (63.8%) | Imbalance |
MiscFeature is highly imbalanced (64.8%) | Imbalance |
SaleType is highly imbalanced (73.9%) | Imbalance |
SaleCondition is highly imbalanced (62.4%) | Imbalance |
LotFrontage has 227 (15.6%) missing values | Missing |
Alley has 1352 (92.7%) missing values | Missing |
MasVnrType has 894 (61.3%) missing values | Missing |
MasVnrArea has 15 (1.0%) missing values | Missing |
BsmtQual has 44 (3.0%) missing values | Missing |
BsmtCond has 45 (3.1%) missing values | Missing |
BsmtExposure has 44 (3.0%) missing values | Missing |
BsmtFinType1 has 42 (2.9%) missing values | Missing |
BsmtFinType2 has 42 (2.9%) missing values | Missing |
FireplaceQu has 730 (50.0%) missing values | Missing |
GarageType has 76 (5.2%) missing values | Missing |
GarageYrBlt has 78 (5.3%) missing values | Missing |
GarageFinish has 78 (5.3%) missing values | Missing |
GarageQual has 78 (5.3%) missing values | Missing |
GarageCond has 78 (5.3%) missing values | Missing |
PoolQC has 1456 (99.8%) missing values | Missing |
Fence has 1169 (80.1%) missing values | Missing |
MiscFeature has 1408 (96.5%) missing values | Missing |
PoolArea is highly skewed (γ1 = 20.19688759) | Skewed |
MiscVal is highly skewed (γ1 = 20.07518835) | Skewed |
Id is uniformly distributed | Uniform |
Id has unique values | Unique |
MasVnrArea has 877 (60.1%) zeros | Zeros |
BsmtFinSF1 has 462 (31.7%) zeros | Zeros |
BsmtFinSF2 has 1278 (87.6%) zeros | Zeros |
BsmtUnfSF has 123 (8.4%) zeros | Zeros |
TotalBsmtSF has 41 (2.8%) zeros | Zeros |
2ndFlrSF has 839 (57.5%) zeros | Zeros |
LowQualFinSF has 1445 (99.0%) zeros | Zeros |
GarageCars has 76 (5.2%) zeros | Zeros |
GarageArea has 76 (5.2%) zeros | Zeros |
WoodDeckSF has 762 (52.2%) zeros | Zeros |
OpenPorchSF has 642 (44.0%) zeros | Zeros |
EnclosedPorch has 1208 (82.8%) zeros | Zeros |
3SsnPorch has 1446 (99.1%) zeros | Zeros |
ScreenPorch has 1319 (90.4%) zeros | Zeros |
PoolArea has 1453 (99.6%) zeros | Zeros |
MiscVal has 1408 (96.5%) zeros | Zeros |
Reproduction
| Analysis started | 2025-06-03 11:16:44.286448 |
|---|---|
| Analysis finished | 2025-06-03 11:16:50.023795 |
| Duration | 5.74 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
Id
Real number (ℝ)
HIGH CORRELATION  UNIFORM  UNIQUE 
| Distinct | 1459 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2190 |
| Minimum | 1461 |
|---|---|
| Maximum | 2919 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1461 |
|---|---|
| 5-th percentile | 1533.9 |
| Q1 | 1825.5 |
| median | 2190 |
| Q3 | 2554.5 |
| 95-th percentile | 2846.1 |
| Maximum | 2919 |
| Range | 1458 |
| Interquartile range (IQR) | 729 |
Descriptive statistics
| Standard deviation | 421.32133 |
|---|---|
| Coefficient of variation (CV) | 0.19238417 |
| Kurtosis | -1.2 |
| Mean | 2190 |
| Median Absolute Deviation (MAD) | 365 |
| Skewness | 0 |
| Sum | 3195210 |
| Variance | 177511.67 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1461 | 1 | 0.1% |
| 2441 | 1 | 0.1% |
| 2439 | 1 | 0.1% |
| 2438 | 1 | 0.1% |
| 2437 | 1 | 0.1% |
| 2436 | 1 | 0.1% |
| 2435 | 1 | 0.1% |
| 2434 | 1 | 0.1% |
| 2433 | 1 | 0.1% |
| 2432 | 1 | 0.1% |
| Other values (1449) | 1449 |
| Value | Count | Frequency (%) |
| 1461 | 1 | |
| 1462 | 1 | |
| 1463 | 1 | |
| 1464 | 1 | |
| 1465 | 1 | |
| 1466 | 1 | |
| 1467 | 1 | |
| 1468 | 1 | |
| 1469 | 1 | |
| 1470 | 1 |
| Value | Count | Frequency (%) |
| 2919 | 1 | |
| 2918 | 1 | |
| 2917 | 1 | |
| 2916 | 1 | |
| 2915 | 1 | |
| 2914 | 1 | |
| 2913 | 1 | |
| 2912 | 1 | |
| 2911 | 1 | |
| 2910 | 1 |
MSSubClass
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.378341 |
| Minimum | 20 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.74688 |
|---|---|
| Coefficient of variation (CV) | 0.74500027 |
| Kurtosis | 1.3489675 |
| Mean | 57.378341 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.3466896 |
| Sum | 83715 |
| Variance | 1827.2957 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 543 | |
| 60 | 276 | |
| 50 | 143 | 9.8% |
| 120 | 95 | 6.5% |
| 30 | 70 | 4.8% |
| 70 | 68 | 4.7% |
| 160 | 65 | 4.5% |
| 80 | 60 | 4.1% |
| 90 | 57 | 3.9% |
| 190 | 31 | 2.1% |
| Other values (6) | 51 | 3.5% |
| Value | Count | Frequency (%) |
| 20 | 543 | |
| 30 | 70 | 4.8% |
| 40 | 2 | 0.1% |
| 45 | 6 | 0.4% |
| 50 | 143 | 9.8% |
| 60 | 276 | |
| 70 | 68 | 4.7% |
| 75 | 7 | 0.5% |
| 80 | 60 | 4.1% |
| 85 | 28 | 1.9% |
| Value | Count | Frequency (%) |
| 190 | 31 | 2.1% |
| 180 | 7 | 0.5% |
| 160 | 65 | |
| 150 | 1 | 0.1% |
| 120 | 95 | |
| 90 | 57 | |
| 85 | 28 | 1.9% |
| 80 | 60 | |
| 75 | 7 | 0.5% |
| 70 | 68 |
MSZoning
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 4 |
| Missing (%) | 0.3% |
| Memory size | 11.5 KiB |
| RL | |
|---|---|
| RM | |
| FV | 74 |
| C (all) | 15 |
| RH | 10 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.0515464 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2985 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RH |
|---|---|
| 2nd row | RL |
| 3rd row | RL |
| 4th row | RL |
| 5th row | RL |
Common Values
| Value | Count | Frequency (%) |
| RL | 1114 | |
| RM | 242 | 16.6% |
| FV | 74 | 5.1% |
| C (all) | 15 | 1.0% |
| RH | 10 | 0.7% |
| (Missing) | 4 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| rl | 1114 | |
| rm | 242 | 16.5% |
| fv | 74 | 5.0% |
| c | 15 | 1.0% |
| all | 15 | 1.0% |
| rh | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1366 | |
| L | 1114 | |
| M | 242 | 8.1% |
| F | 74 | 2.5% |
| V | 74 | 2.5% |
| l | 30 | 1.0% |
| C | 15 | 0.5% |
| 15 | 0.5% | |
| ( | 15 | 0.5% |
| a | 15 | 0.5% |
| Other values (2) | 25 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2985 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1366 | |
| L | 1114 | |
| M | 242 | 8.1% |
| F | 74 | 2.5% |
| V | 74 | 2.5% |
| l | 30 | 1.0% |
| C | 15 | 0.5% |
| 15 | 0.5% | |
| ( | 15 | 0.5% |
| a | 15 | 0.5% |
| Other values (2) | 25 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2985 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1366 | |
| L | 1114 | |
| M | 242 | 8.1% |
| F | 74 | 2.5% |
| V | 74 | 2.5% |
| l | 30 | 1.0% |
| C | 15 | 0.5% |
| 15 | 0.5% | |
| ( | 15 | 0.5% |
| a | 15 | 0.5% |
| Other values (2) | 25 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2985 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1366 | |
| L | 1114 | |
| M | 242 | 8.1% |
| F | 74 | 2.5% |
| V | 74 | 2.5% |
| l | 30 | 1.0% |
| C | 15 | 0.5% |
| 15 | 0.5% | |
| ( | 15 | 0.5% |
| a | 15 | 0.5% |
| Other values (2) | 25 | 0.8% |
LotFrontage
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 115 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 227 |
| Missing (%) | 15.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.580357 |
| Minimum | 21 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 27.1 |
| Q1 | 58 |
| median | 67 |
| Q3 | 80 |
| 95-th percentile | 107.45 |
| Maximum | 200 |
| Range | 179 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 22.376841 |
|---|---|
| Coefficient of variation (CV) | 0.32628645 |
| Kurtosis | 2.5872162 |
| Mean | 68.580357 |
| Median Absolute Deviation (MAD) | 12.5 |
| Skewness | 0.66192107 |
| Sum | 84491 |
| Variance | 500.72303 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60 | 133 | 9.1% |
| 80 | 68 | 4.7% |
| 70 | 63 | 4.3% |
| 50 | 60 | 4.1% |
| 75 | 52 | 3.6% |
| 65 | 49 | 3.4% |
| 85 | 36 | 2.5% |
| 63 | 30 | 2.1% |
| 24 | 30 | 2.1% |
| 21 | 27 | 1.9% |
| Other values (105) | 684 | |
| (Missing) | 227 | 15.6% |
| Value | Count | Frequency (%) |
| 21 | 27 | |
| 22 | 1 | 0.1% |
| 24 | 30 | |
| 25 | 1 | 0.1% |
| 26 | 3 | 0.2% |
| 28 | 1 | 0.1% |
| 30 | 5 | 0.3% |
| 31 | 1 | 0.1% |
| 32 | 3 | 0.2% |
| 33 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 200 | 1 | |
| 195 | 1 | |
| 160 | 2 | |
| 155 | 1 | |
| 150 | 1 | |
| 149 | 1 | |
| 140 | 1 | |
| 136 | 1 | |
| 135 | 1 | |
| 134 | 1 |
LotArea
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1106 |
|---|---|
| Distinct (%) | 75.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9819.1611 |
| Minimum | 1470 |
|---|---|
| Maximum | 56600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1470 |
|---|---|
| 5-th percentile | 3085.5 |
| Q1 | 7391 |
| median | 9399 |
| Q3 | 11517.5 |
| 95-th percentile | 16873 |
| Maximum | 56600 |
| Range | 55130 |
| Interquartile range (IQR) | 4126.5 |
Descriptive statistics
| Standard deviation | 4955.5173 |
|---|---|
| Coefficient of variation (CV) | 0.50467828 |
| Kurtosis | 20.746549 |
| Mean | 9819.1611 |
| Median Absolute Deviation (MAD) | 2076 |
| Skewness | 3.1152166 |
| Sum | 14326156 |
| Variance | 24557152 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9600 | 20 | 1.4% |
| 7200 | 18 | 1.2% |
| 6000 | 17 | 1.2% |
| 9000 | 15 | 1.0% |
| 7500 | 12 | 0.8% |
| 10800 | 11 | 0.8% |
| 6240 | 10 | 0.7% |
| 7000 | 9 | 0.6% |
| 6120 | 9 | 0.6% |
| 1680 | 8 | 0.5% |
| Other values (1096) | 1330 |
| Value | Count | Frequency (%) |
| 1470 | 1 | |
| 1476 | 1 | |
| 1477 | 1 | |
| 1484 | 1 | |
| 1488 | 1 | |
| 1495 | 1 | |
| 1504 | 1 | |
| 1526 | 1 | |
| 1533 | 2 | |
| 1596 | 1 |
| Value | Count | Frequency (%) |
| 56600 | 1 | |
| 51974 | 1 | |
| 50102 | 1 | |
| 47280 | 1 | |
| 47007 | 1 | |
| 43500 | 1 | |
| 41600 | 1 | |
| 39384 | 1 | |
| 39290 | 1 | |
| 33983 | 1 |
Street
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Pave | |
|---|---|
| Grvl | 6 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5836 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pave |
|---|---|
| 2nd row | Pave |
| 3rd row | Pave |
| 4th row | Pave |
| 5th row | Pave |
Common Values
| Value | Count | Frequency (%) |
| Pave | 1453 | |
| Grvl | 6 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pave | 1453 | |
| grvl | 6 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| v | 1459 | |
| P | 1453 | |
| a | 1453 | |
| e | 1453 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| v | 1459 | |
| P | 1453 | |
| a | 1453 | |
| e | 1453 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| v | 1459 | |
| P | 1453 | |
| a | 1453 | |
| e | 1453 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| v | 1459 | |
| P | 1453 | |
| a | 1453 | |
| e | 1453 | |
| G | 6 | 0.1% |
| r | 6 | 0.1% |
| l | 6 | 0.1% |
Alley
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 1352 |
| Missing (%) | 92.7% |
| Memory size | 11.5 KiB |
| Grvl | |
|---|---|
| Pave |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 428 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pave |
|---|---|
| 2nd row | Pave |
| 3rd row | Pave |
| 4th row | Pave |
| 5th row | Pave |
Common Values
| Value | Count | Frequency (%) |
| Grvl | 70 | 4.8% |
| Pave | 37 | 2.5% |
| (Missing) | 1352 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| grvl | 70 | |
| pave | 37 |
Most occurring characters
| Value | Count | Frequency (%) |
| v | 107 | |
| G | 70 | |
| r | 70 | |
| l | 70 | |
| P | 37 | 8.6% |
| a | 37 | 8.6% |
| e | 37 | 8.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 428 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| v | 107 | |
| G | 70 | |
| r | 70 | |
| l | 70 | |
| P | 37 | 8.6% |
| a | 37 | 8.6% |
| e | 37 | 8.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 428 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| v | 107 | |
| G | 70 | |
| r | 70 | |
| l | 70 | |
| P | 37 | 8.6% |
| a | 37 | 8.6% |
| e | 37 | 8.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 428 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| v | 107 | |
| G | 70 | |
| r | 70 | |
| l | 70 | |
| P | 37 | 8.6% |
| a | 37 | 8.6% |
| e | 37 | 8.6% |
LotShape
Categorical
HIGH CORRELATION 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 35 |
| IR3 | 6 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4377 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Reg |
|---|---|
| 2nd row | IR1 |
| 3rd row | IR1 |
| 4th row | IR1 |
| 5th row | IR1 |
Common Values
| Value | Count | Frequency (%) |
| Reg | 934 | |
| IR1 | 484 | |
| IR2 | 35 | 2.4% |
| IR3 | 6 | 0.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| reg | 934 | |
| ir1 | 484 | |
| ir2 | 35 | 2.4% |
| ir3 | 6 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1459 | |
| e | 934 | |
| g | 934 | |
| I | 525 | 12.0% |
| 1 | 484 | 11.1% |
| 2 | 35 | 0.8% |
| 3 | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1459 | |
| e | 934 | |
| g | 934 | |
| I | 525 | 12.0% |
| 1 | 484 | 11.1% |
| 2 | 35 | 0.8% |
| 3 | 6 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1459 | |
| e | 934 | |
| g | 934 | |
| I | 525 | 12.0% |
| 1 | 484 | 11.1% |
| 2 | 35 | 0.8% |
| 3 | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1459 | |
| e | 934 | |
| g | 934 | |
| I | 525 | 12.0% |
| 1 | 484 | 11.1% |
| 2 | 35 | 0.8% |
| 3 | 6 | 0.1% |
LandContour
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Lvl | |
|---|---|
| HLS | 70 |
| Bnk | 54 |
| Low | 24 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4377 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lvl |
|---|---|
| 2nd row | Lvl |
| 3rd row | Lvl |
| 4th row | Lvl |
| 5th row | HLS |
Common Values
| Value | Count | Frequency (%) |
| Lvl | 1311 | |
| HLS | 70 | 4.8% |
| Bnk | 54 | 3.7% |
| Low | 24 | 1.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| lvl | 1311 | |
| hls | 70 | 4.8% |
| bnk | 54 | 3.7% |
| low | 24 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 1405 | |
| v | 1311 | |
| l | 1311 | |
| H | 70 | 1.6% |
| S | 70 | 1.6% |
| B | 54 | 1.2% |
| n | 54 | 1.2% |
| k | 54 | 1.2% |
| o | 24 | 0.5% |
| w | 24 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 1405 | |
| v | 1311 | |
| l | 1311 | |
| H | 70 | 1.6% |
| S | 70 | 1.6% |
| B | 54 | 1.2% |
| n | 54 | 1.2% |
| k | 54 | 1.2% |
| o | 24 | 0.5% |
| w | 24 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 1405 | |
| v | 1311 | |
| l | 1311 | |
| H | 70 | 1.6% |
| S | 70 | 1.6% |
| B | 54 | 1.2% |
| n | 54 | 1.2% |
| k | 54 | 1.2% |
| o | 24 | 0.5% |
| w | 24 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 1405 | |
| v | 1311 | |
| l | 1311 | |
| H | 70 | 1.6% |
| S | 70 | 1.6% |
| B | 54 | 1.2% |
| n | 54 | 1.2% |
| k | 54 | 1.2% |
| o | 24 | 0.5% |
| w | 24 | 0.5% |
Utilities
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 11.5 KiB |
| AllPub |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8742 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AllPub |
|---|---|
| 2nd row | AllPub |
| 3rd row | AllPub |
| 4th row | AllPub |
| 5th row | AllPub |
Common Values
| Value | Count | Frequency (%) |
| AllPub | 1457 | |
| (Missing) | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| allpub | 1457 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2914 | |
| A | 1457 | |
| P | 1457 | |
| u | 1457 | |
| b | 1457 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8742 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2914 | |
| A | 1457 | |
| P | 1457 | |
| u | 1457 | |
| b | 1457 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8742 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2914 | |
| A | 1457 | |
| P | 1457 | |
| u | 1457 | |
| b | 1457 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8742 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2914 | |
| A | 1457 | |
| P | 1457 | |
| u | 1457 | |
| b | 1457 |
LotConfig
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Inside | |
|---|---|
| Corner | |
| CulDSac | 82 |
| FR2 | 38 |
| FR3 | 10 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.9575051 |
| Min length | 3 |
Characters and Unicode
| Total characters | 8692 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Inside |
|---|---|
| 2nd row | Corner |
| 3rd row | Inside |
| 4th row | Inside |
| 5th row | Inside |
Common Values
| Value | Count | Frequency (%) |
| Inside | 1081 | |
| Corner | 248 | 17.0% |
| CulDSac | 82 | 5.6% |
| FR2 | 38 | 2.6% |
| FR3 | 10 | 0.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| inside | 1081 | |
| corner | 248 | 17.0% |
| culdsac | 82 | 5.6% |
| fr2 | 38 | 2.6% |
| fr3 | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1329 | |
| n | 1329 | |
| I | 1081 | |
| s | 1081 | |
| i | 1081 | |
| d | 1081 | |
| r | 496 | 5.7% |
| C | 330 | 3.8% |
| o | 248 | 2.9% |
| S | 82 | 0.9% |
| Other values (9) | 554 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8692 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1329 | |
| n | 1329 | |
| I | 1081 | |
| s | 1081 | |
| i | 1081 | |
| d | 1081 | |
| r | 496 | 5.7% |
| C | 330 | 3.8% |
| o | 248 | 2.9% |
| S | 82 | 0.9% |
| Other values (9) | 554 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8692 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1329 | |
| n | 1329 | |
| I | 1081 | |
| s | 1081 | |
| i | 1081 | |
| d | 1081 | |
| r | 496 | 5.7% |
| C | 330 | 3.8% |
| o | 248 | 2.9% |
| S | 82 | 0.9% |
| Other values (9) | 554 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8692 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1329 | |
| n | 1329 | |
| I | 1081 | |
| s | 1081 | |
| i | 1081 | |
| d | 1081 | |
| r | 496 | 5.7% |
| C | 330 | 3.8% |
| o | 248 | 2.9% |
| S | 82 | 0.9% |
| Other values (9) | 554 |
LandSlope
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Gtl | |
|---|---|
| Mod | 60 |
| Sev | 3 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4377 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gtl |
|---|---|
| 2nd row | Gtl |
| 3rd row | Gtl |
| 4th row | Gtl |
| 5th row | Gtl |
Common Values
| Value | Count | Frequency (%) |
| Gtl | 1396 | |
| Mod | 60 | 4.1% |
| Sev | 3 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gtl | 1396 | |
| mod | 60 | 4.1% |
| sev | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1396 | |
| t | 1396 | |
| l | 1396 | |
| M | 60 | 1.4% |
| o | 60 | 1.4% |
| d | 60 | 1.4% |
| S | 3 | 0.1% |
| e | 3 | 0.1% |
| v | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 1396 | |
| t | 1396 | |
| l | 1396 | |
| M | 60 | 1.4% |
| o | 60 | 1.4% |
| d | 60 | 1.4% |
| S | 3 | 0.1% |
| e | 3 | 0.1% |
| v | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 1396 | |
| t | 1396 | |
| l | 1396 | |
| M | 60 | 1.4% |
| o | 60 | 1.4% |
| d | 60 | 1.4% |
| S | 3 | 0.1% |
| e | 3 | 0.1% |
| v | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4377 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 1396 | |
| t | 1396 | |
| l | 1396 | |
| M | 60 | 1.4% |
| o | 60 | 1.4% |
| d | 60 | 1.4% |
| S | 3 | 0.1% |
| e | 3 | 0.1% |
| v | 3 | 0.1% |
Neighborhood
Categorical
HIGH CORRELATION 
| Distinct | 25 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| NAmes | |
|---|---|
| OldTown | |
| CollgCr | |
| Somerst | |
| Edwards | |
| Other values (20) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.5058259 |
| Min length | 5 |
Characters and Unicode
| Total characters | 9492 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NAmes |
|---|---|
| 2nd row | NAmes |
| 3rd row | Gilbert |
| 4th row | Gilbert |
| 5th row | StoneBr |
Common Values
| Value | Count | Frequency (%) |
| NAmes | 218 | |
| OldTown | 126 | 8.6% |
| CollgCr | 117 | 8.0% |
| Somerst | 96 | 6.6% |
| Edwards | 94 | 6.4% |
| NridgHt | 89 | 6.1% |
| Gilbert | 86 | 5.9% |
| Sawyer | 77 | 5.3% |
| SawyerW | 66 | 4.5% |
| Mitchel | 65 | 4.5% |
| Other values (15) | 425 |
Length
| Value | Count | Frequency (%) |
| names | 218 | |
| oldtown | 126 | 8.6% |
| collgcr | 117 | 8.0% |
| somerst | 96 | 6.6% |
| edwards | 94 | 6.4% |
| nridght | 89 | 6.1% |
| gilbert | 86 | 5.9% |
| sawyer | 77 | 5.3% |
| sawyerw | 66 | 4.5% |
| mitchel | 65 | 4.5% |
| Other values (15) | 425 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 911 | 9.6% |
| r | 898 | 9.5% |
| l | 588 | 6.2% |
| d | 503 | 5.3% |
| s | 474 | 5.0% |
| o | 467 | 4.9% |
| w | 435 | 4.6% |
| m | 417 | 4.4% |
| N | 409 | 4.3% |
| t | 381 | 4.0% |
| Other values (28) | 4009 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9492 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 911 | 9.6% |
| r | 898 | 9.5% |
| l | 588 | 6.2% |
| d | 503 | 5.3% |
| s | 474 | 5.0% |
| o | 467 | 4.9% |
| w | 435 | 4.6% |
| m | 417 | 4.4% |
| N | 409 | 4.3% |
| t | 381 | 4.0% |
| Other values (28) | 4009 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9492 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 911 | 9.6% |
| r | 898 | 9.5% |
| l | 588 | 6.2% |
| d | 503 | 5.3% |
| s | 474 | 5.0% |
| o | 467 | 4.9% |
| w | 435 | 4.6% |
| m | 417 | 4.4% |
| N | 409 | 4.3% |
| t | 381 | 4.0% |
| Other values (28) | 4009 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9492 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 911 | 9.6% |
| r | 898 | 9.5% |
| l | 588 | 6.2% |
| d | 503 | 5.3% |
| s | 474 | 5.0% |
| o | 467 | 4.9% |
| w | 435 | 4.6% |
| m | 417 | 4.4% |
| N | 409 | 4.3% |
| t | 381 | 4.0% |
| Other values (28) | 4009 |
Condition1
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Norm | |
|---|---|
| Feedr | 83 |
| Artery | 44 |
| RRAn | 24 |
| PosN | 20 |
| Other values (4) | 37 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.1172036 |
| Min length | 4 |
Characters and Unicode
| Total characters | 6007 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Feedr |
|---|---|
| 2nd row | Norm |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1251 | |
| Feedr | 83 | 5.7% |
| Artery | 44 | 3.0% |
| RRAn | 24 | 1.6% |
| PosN | 20 | 1.4% |
| RRAe | 17 | 1.2% |
| PosA | 12 | 0.8% |
| RRNe | 4 | 0.3% |
| RRNn | 4 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1251 | |
| feedr | 83 | 5.7% |
| artery | 44 | 3.0% |
| rran | 24 | 1.6% |
| posn | 20 | 1.4% |
| rrae | 17 | 1.2% |
| posa | 12 | 0.8% |
| rrne | 4 | 0.3% |
| rrnn | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1422 | |
| o | 1283 | |
| N | 1279 | |
| m | 1251 | |
| e | 231 | 3.8% |
| R | 98 | 1.6% |
| A | 97 | 1.6% |
| F | 83 | 1.4% |
| d | 83 | 1.4% |
| t | 44 | 0.7% |
| Other values (4) | 136 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6007 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1422 | |
| o | 1283 | |
| N | 1279 | |
| m | 1251 | |
| e | 231 | 3.8% |
| R | 98 | 1.6% |
| A | 97 | 1.6% |
| F | 83 | 1.4% |
| d | 83 | 1.4% |
| t | 44 | 0.7% |
| Other values (4) | 136 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6007 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1422 | |
| o | 1283 | |
| N | 1279 | |
| m | 1251 | |
| e | 231 | 3.8% |
| R | 98 | 1.6% |
| A | 97 | 1.6% |
| F | 83 | 1.4% |
| d | 83 | 1.4% |
| t | 44 | 0.7% |
| Other values (4) | 136 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6007 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1422 | |
| o | 1283 | |
| N | 1279 | |
| m | 1251 | |
| e | 231 | 3.8% |
| R | 98 | 1.6% |
| A | 97 | 1.6% |
| F | 83 | 1.4% |
| d | 83 | 1.4% |
| t | 44 | 0.7% |
| Other values (4) | 136 | 2.3% |
Condition2
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Norm | |
|---|---|
| Feedr | 7 |
| PosA | 3 |
| Artery | 3 |
| PosN | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.0089102 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5849 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Norm |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1444 | |
| Feedr | 7 | 0.5% |
| PosA | 3 | 0.2% |
| Artery | 3 | 0.2% |
| PosN | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1444 | |
| feedr | 7 | 0.5% |
| posa | 3 | 0.2% |
| artery | 3 | 0.2% |
| posn | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1457 | |
| o | 1449 | |
| N | 1446 | |
| m | 1444 | |
| e | 17 | 0.3% |
| F | 7 | 0.1% |
| d | 7 | 0.1% |
| A | 6 | 0.1% |
| P | 5 | 0.1% |
| s | 5 | 0.1% |
| Other values (2) | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5849 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1457 | |
| o | 1449 | |
| N | 1446 | |
| m | 1444 | |
| e | 17 | 0.3% |
| F | 7 | 0.1% |
| d | 7 | 0.1% |
| A | 6 | 0.1% |
| P | 5 | 0.1% |
| s | 5 | 0.1% |
| Other values (2) | 6 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5849 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1457 | |
| o | 1449 | |
| N | 1446 | |
| m | 1444 | |
| e | 17 | 0.3% |
| F | 7 | 0.1% |
| d | 7 | 0.1% |
| A | 6 | 0.1% |
| P | 5 | 0.1% |
| s | 5 | 0.1% |
| Other values (2) | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5849 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1457 | |
| o | 1449 | |
| N | 1446 | |
| m | 1444 | |
| e | 17 | 0.3% |
| F | 7 | 0.1% |
| d | 7 | 0.1% |
| A | 6 | 0.1% |
| P | 5 | 0.1% |
| s | 5 | 0.1% |
| Other values (2) | 6 | 0.1% |
BldgType
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Fam | |
|---|---|
| TwnhsE | 113 |
| Duplex | 57 |
| Twnhs | 53 |
| 2fmCon | 31 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.3118574 |
| Min length | 4 |
Characters and Unicode
| Total characters | 6291 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1Fam |
|---|---|
| 2nd row | 1Fam |
| 3rd row | 1Fam |
| 4th row | 1Fam |
| 5th row | TwnhsE |
Common Values
| Value | Count | Frequency (%) |
| 1Fam | 1205 | |
| TwnhsE | 113 | 7.7% |
| Duplex | 57 | 3.9% |
| Twnhs | 53 | 3.6% |
| 2fmCon | 31 | 2.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1fam | 1205 | |
| twnhse | 113 | 7.7% |
| duplex | 57 | 3.9% |
| twnhs | 53 | 3.6% |
| 2fmcon | 31 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 1236 | |
| 1 | 1205 | |
| a | 1205 | |
| F | 1205 | |
| n | 197 | 3.1% |
| T | 166 | 2.6% |
| w | 166 | 2.6% |
| h | 166 | 2.6% |
| s | 166 | 2.6% |
| E | 113 | 1.8% |
| Other values (10) | 466 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6291 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 1236 | |
| 1 | 1205 | |
| a | 1205 | |
| F | 1205 | |
| n | 197 | 3.1% |
| T | 166 | 2.6% |
| w | 166 | 2.6% |
| h | 166 | 2.6% |
| s | 166 | 2.6% |
| E | 113 | 1.8% |
| Other values (10) | 466 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6291 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 1236 | |
| 1 | 1205 | |
| a | 1205 | |
| F | 1205 | |
| n | 197 | 3.1% |
| T | 166 | 2.6% |
| w | 166 | 2.6% |
| h | 166 | 2.6% |
| s | 166 | 2.6% |
| E | 113 | 1.8% |
| Other values (10) | 466 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6291 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 1236 | |
| 1 | 1205 | |
| a | 1205 | |
| F | 1205 | |
| n | 197 | 3.1% |
| T | 166 | 2.6% |
| w | 166 | 2.6% |
| h | 166 | 2.6% |
| s | 166 | 2.6% |
| E | 113 | 1.8% |
| Other values (10) | 466 | 7.4% |
HouseStyle
Categorical
HIGH CORRELATION 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| SLvl | 63 |
| SFoyer | 46 |
| Other values (2) | 18 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9136395 |
| Min length | 4 |
Characters and Unicode
| Total characters | 8628 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1Story |
|---|---|
| 2nd row | 1Story |
| 3rd row | 2Story |
| 4th row | 2Story |
| 5th row | 1Story |
Common Values
| Value | Count | Frequency (%) |
| 1Story | 745 | |
| 2Story | 427 | |
| 1.5Fin | 160 | 11.0% |
| SLvl | 63 | 4.3% |
| SFoyer | 46 | 3.2% |
| 2.5Unf | 13 | 0.9% |
| 1.5Unf | 5 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1story | 745 | |
| 2story | 427 | |
| 1.5fin | 160 | 11.0% |
| slvl | 63 | 4.3% |
| sfoyer | 46 | 3.2% |
| 2.5unf | 13 | 0.9% |
| 1.5unf | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1281 | |
| o | 1218 | |
| r | 1218 | |
| y | 1218 | |
| t | 1172 | |
| 1 | 910 | |
| 2 | 440 | 5.1% |
| F | 206 | 2.4% |
| 5 | 178 | 2.1% |
| . | 178 | 2.1% |
| Other values (8) | 609 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8628 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1281 | |
| o | 1218 | |
| r | 1218 | |
| y | 1218 | |
| t | 1172 | |
| 1 | 910 | |
| 2 | 440 | 5.1% |
| F | 206 | 2.4% |
| 5 | 178 | 2.1% |
| . | 178 | 2.1% |
| Other values (8) | 609 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8628 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1281 | |
| o | 1218 | |
| r | 1218 | |
| y | 1218 | |
| t | 1172 | |
| 1 | 910 | |
| 2 | 440 | 5.1% |
| F | 206 | 2.4% |
| 5 | 178 | 2.1% |
| . | 178 | 2.1% |
| Other values (8) | 609 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8628 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1281 | |
| o | 1218 | |
| r | 1218 | |
| y | 1218 | |
| t | 1172 | |
| 1 | 910 | |
| 2 | 440 | 5.1% |
| F | 206 | 2.4% |
| 5 | 178 | 2.1% |
| . | 178 | 2.1% |
| Other values (8) | 609 |
OverallQual
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0788211 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4368116 |
|---|---|
| Coefficient of variation (CV) | 0.23636353 |
| Kurtosis | 0.037640747 |
| Mean | 6.0788211 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.18119602 |
| Sum | 8869 |
| Variance | 2.0644277 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 428 | |
| 6 | 357 | |
| 7 | 281 | |
| 8 | 174 | |
| 4 | 110 | 7.5% |
| 9 | 64 | 4.4% |
| 3 | 20 | 1.4% |
| 10 | 13 | 0.9% |
| 2 | 10 | 0.7% |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 10 | 0.7% |
| 3 | 20 | 1.4% |
| 4 | 110 | 7.5% |
| 5 | 428 | |
| 6 | 357 | |
| 7 | 281 | |
| 8 | 174 | |
| 9 | 64 | 4.4% |
| 10 | 13 | 0.9% |
| Value | Count | Frequency (%) |
| 10 | 13 | 0.9% |
| 9 | 64 | 4.4% |
| 8 | 174 | |
| 7 | 281 | |
| 6 | 357 | |
| 5 | 428 | |
| 4 | 110 | 7.5% |
| 3 | 20 | 1.4% |
| 2 | 10 | 0.7% |
| 1 | 2 | 0.1% |
OverallCond
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.553804 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1137396 |
|---|---|
| Coefficient of variation (CV) | 0.20053635 |
| Kurtosis | 1.8518186 |
| Mean | 5.553804 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.44916487 |
| Sum | 8103 |
| Variance | 1.2404159 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 824 | |
| 6 | 279 | 19.1% |
| 7 | 185 | 12.7% |
| 8 | 72 | 4.9% |
| 4 | 44 | 3.0% |
| 3 | 25 | 1.7% |
| 9 | 19 | 1.3% |
| 1 | 6 | 0.4% |
| 2 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.4% |
| 2 | 5 | 0.3% |
| 3 | 25 | 1.7% |
| 4 | 44 | 3.0% |
| 5 | 824 | |
| 6 | 279 | 19.1% |
| 7 | 185 | 12.7% |
| 8 | 72 | 4.9% |
| 9 | 19 | 1.3% |
| Value | Count | Frequency (%) |
| 9 | 19 | 1.3% |
| 8 | 72 | 4.9% |
| 7 | 185 | 12.7% |
| 6 | 279 | 19.1% |
| 5 | 824 | |
| 4 | 44 | 3.0% |
| 3 | 25 | 1.7% |
| 2 | 5 | 0.3% |
| 1 | 6 | 0.4% |
YearBuilt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 106 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.3578 |
| Minimum | 1879 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1879 |
|---|---|
| 5-th percentile | 1915 |
| Q1 | 1953 |
| median | 1973 |
| Q3 | 2001 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 131 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 30.390071 |
|---|---|
| Coefficient of variation (CV) | 0.015415807 |
| Kurtosis | -0.57932062 |
| Mean | 1971.3578 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.58765661 |
| Sum | 2876211 |
| Variance | 923.55641 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2005 | 78 | 5.3% |
| 2006 | 71 | 4.9% |
| 2007 | 60 | 4.1% |
| 2004 | 45 | 3.1% |
| 2003 | 43 | 2.9% |
| 1920 | 27 | 1.9% |
| 1999 | 27 | 1.9% |
| 1910 | 26 | 1.8% |
| 2008 | 26 | 1.8% |
| 1956 | 25 | 1.7% |
| Other values (96) | 1031 |
| Value | Count | Frequency (%) |
| 1879 | 1 | 0.1% |
| 1880 | 1 | 0.1% |
| 1890 | 5 | 0.3% |
| 1895 | 3 | 0.2% |
| 1896 | 1 | 0.1% |
| 1900 | 19 | |
| 1901 | 2 | 0.1% |
| 1902 | 1 | 0.1% |
| 1905 | 2 | 0.1% |
| 1907 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2010 | 2 | 0.1% |
| 2009 | 7 | 0.5% |
| 2008 | 26 | 1.8% |
| 2007 | 60 | |
| 2006 | 71 | |
| 2005 | 78 | |
| 2004 | 45 | |
| 2003 | 43 | |
| 2002 | 24 | 1.6% |
| 2001 | 15 | 1.0% |
YearRemodAdd
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 61 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1983.6628 |
| Minimum | 1950 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1963 |
| median | 1992 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 21.130467 |
|---|---|
| Coefficient of variation (CV) | 0.010652247 |
| Kurtosis | -1.4125857 |
| Mean | 1983.6628 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.39990599 |
| Sum | 2894164 |
| Variance | 446.49663 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1950 | 183 | 12.5% |
| 2006 | 105 | 7.2% |
| 2007 | 88 | 6.0% |
| 2005 | 68 | 4.7% |
| 2000 | 49 | 3.4% |
| 2004 | 49 | 3.4% |
| 2003 | 48 | 3.3% |
| 2008 | 41 | 2.8% |
| 1998 | 41 | 2.8% |
| 2002 | 34 | 2.3% |
| Other values (51) | 753 |
| Value | Count | Frequency (%) |
| 1950 | 183 | |
| 1951 | 10 | 0.7% |
| 1952 | 10 | 0.7% |
| 1953 | 10 | 0.7% |
| 1954 | 14 | 1.0% |
| 1955 | 16 | 1.1% |
| 1956 | 20 | 1.4% |
| 1957 | 11 | 0.8% |
| 1958 | 19 | 1.3% |
| 1959 | 12 | 0.8% |
| Value | Count | Frequency (%) |
| 2010 | 7 | 0.5% |
| 2009 | 11 | 0.8% |
| 2008 | 41 | 2.8% |
| 2007 | 88 | |
| 2006 | 105 | |
| 2005 | 68 | |
| 2004 | 49 | |
| 2003 | 48 | |
| 2002 | 34 | 2.3% |
| 2001 | 28 | 1.9% |
RoofStyle
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Gable | |
|---|---|
| Hip | |
| Gambrel | 11 |
| Flat | 7 |
| Mansard | 4 |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.6504455 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6785 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gable |
|---|---|
| 2nd row | Hip |
| 3rd row | Gable |
| 4th row | Gable |
| 5th row | Gable |
Common Values
| Value | Count | Frequency (%) |
| Gable | 1169 | |
| Hip | 265 | 18.2% |
| Gambrel | 11 | 0.8% |
| Flat | 7 | 0.5% |
| Mansard | 4 | 0.3% |
| Shed | 3 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gable | 1169 | |
| hip | 265 | 18.2% |
| gambrel | 11 | 0.8% |
| flat | 7 | 0.5% |
| mansard | 4 | 0.3% |
| shed | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1195 | |
| l | 1187 | |
| e | 1183 | |
| G | 1180 | |
| b | 1180 | |
| H | 265 | 3.9% |
| i | 265 | 3.9% |
| p | 265 | 3.9% |
| r | 15 | 0.2% |
| m | 11 | 0.2% |
| Other values (8) | 39 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6785 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1195 | |
| l | 1187 | |
| e | 1183 | |
| G | 1180 | |
| b | 1180 | |
| H | 265 | 3.9% |
| i | 265 | 3.9% |
| p | 265 | 3.9% |
| r | 15 | 0.2% |
| m | 11 | 0.2% |
| Other values (8) | 39 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6785 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1195 | |
| l | 1187 | |
| e | 1183 | |
| G | 1180 | |
| b | 1180 | |
| H | 265 | 3.9% |
| i | 265 | 3.9% |
| p | 265 | 3.9% |
| r | 15 | 0.2% |
| m | 11 | 0.2% |
| Other values (8) | 39 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6785 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1195 | |
| l | 1187 | |
| e | 1183 | |
| G | 1180 | |
| b | 1180 | |
| H | 265 | 3.9% |
| i | 265 | 3.9% |
| p | 265 | 3.9% |
| r | 15 | 0.2% |
| m | 11 | 0.2% |
| Other values (8) | 39 | 0.6% |
RoofMatl
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| CompShg | |
|---|---|
| Tar&Grv | 12 |
| WdShake | 4 |
| WdShngl | 1 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 10213 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | CompShg |
|---|---|
| 2nd row | CompShg |
| 3rd row | CompShg |
| 4th row | CompShg |
| 5th row | CompShg |
Common Values
| Value | Count | Frequency (%) |
| CompShg | 1442 | |
| Tar&Grv | 12 | 0.8% |
| WdShake | 4 | 0.3% |
| WdShngl | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| compshg | 1442 | |
| tar&grv | 12 | 0.8% |
| wdshake | 4 | 0.3% |
| wdshngl | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1447 | |
| h | 1447 | |
| g | 1443 | |
| C | 1442 | |
| o | 1442 | |
| m | 1442 | |
| p | 1442 | |
| r | 24 | 0.2% |
| a | 16 | 0.2% |
| T | 12 | 0.1% |
| Other values (9) | 56 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10213 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1447 | |
| h | 1447 | |
| g | 1443 | |
| C | 1442 | |
| o | 1442 | |
| m | 1442 | |
| p | 1442 | |
| r | 24 | 0.2% |
| a | 16 | 0.2% |
| T | 12 | 0.1% |
| Other values (9) | 56 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10213 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1447 | |
| h | 1447 | |
| g | 1443 | |
| C | 1442 | |
| o | 1442 | |
| m | 1442 | |
| p | 1442 | |
| r | 24 | 0.2% |
| a | 16 | 0.2% |
| T | 12 | 0.1% |
| Other values (9) | 56 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10213 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1447 | |
| h | 1447 | |
| g | 1443 | |
| C | 1442 | |
| o | 1442 | |
| m | 1442 | |
| p | 1442 | |
| r | 24 | 0.2% |
| a | 16 | 0.2% |
| T | 12 | 0.1% |
| Other values (9) | 56 | 0.5% |
Exterior1st
Categorical
HIGH CORRELATION 
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 11.5 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (8) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9869684 |
| Min length | 6 |
Characters and Unicode
| Total characters | 10187 |
|---|---|
| Distinct characters | 31 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | Wd Sdng |
| 3rd row | VinylSd |
| 4th row | VinylSd |
| 5th row | HdBoard |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 510 | |
| MetalSd | 230 | |
| HdBoard | 220 | |
| Wd Sdng | 205 | |
| Plywood | 113 | 7.7% |
| CemntBd | 65 | 4.5% |
| BrkFace | 37 | 2.5% |
| WdShing | 30 | 2.1% |
| AsbShng | 24 | 1.6% |
| Stucco | 18 | 1.2% |
| Other values (3) | 6 | 0.4% |
Length
| Value | Count | Frequency (%) |
| vinylsd | 510 | |
| metalsd | 230 | |
| hdboard | 220 | |
| wd | 205 | |
| sdng | 205 | |
| plywood | 113 | 6.8% |
| cemntbd | 65 | 3.9% |
| brkface | 37 | 2.2% |
| wdshing | 30 | 1.8% |
| asbshng | 24 | 1.4% |
| Other values (4) | 24 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1798 | |
| S | 1018 | 10.0% |
| l | 854 | 8.4% |
| n | 835 | 8.2% |
| y | 623 | 6.1% |
| i | 540 | 5.3% |
| V | 510 | 5.0% |
| a | 487 | 4.8% |
| o | 469 | 4.6% |
| e | 332 | 3.3% |
| Other values (21) | 2721 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10187 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1798 | |
| S | 1018 | 10.0% |
| l | 854 | 8.4% |
| n | 835 | 8.2% |
| y | 623 | 6.1% |
| i | 540 | 5.3% |
| V | 510 | 5.0% |
| a | 487 | 4.8% |
| o | 469 | 4.6% |
| e | 332 | 3.3% |
| Other values (21) | 2721 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10187 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1798 | |
| S | 1018 | 10.0% |
| l | 854 | 8.4% |
| n | 835 | 8.2% |
| y | 623 | 6.1% |
| i | 540 | 5.3% |
| V | 510 | 5.0% |
| a | 487 | 4.8% |
| o | 469 | 4.6% |
| e | 332 | 3.3% |
| Other values (21) | 2721 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10187 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1798 | |
| S | 1018 | 10.0% |
| l | 854 | 8.4% |
| n | 835 | 8.2% |
| y | 623 | 6.1% |
| i | 540 | 5.3% |
| V | 510 | 5.0% |
| a | 487 | 4.8% |
| o | 469 | 4.6% |
| e | 332 | 3.3% |
| Other values (21) | 2721 |
Exterior2nd
Categorical
HIGH CORRELATION 
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 11.5 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Plywood | |
| Other values (10) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9828532 |
| Min length | 5 |
Characters and Unicode
| Total characters | 10181 |
|---|---|
| Distinct characters | 32 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | Wd Sdng |
| 3rd row | VinylSd |
| 4th row | VinylSd |
| 5th row | HdBoard |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 510 | |
| MetalSd | 233 | |
| HdBoard | 199 | 13.6% |
| Wd Sdng | 194 | 13.3% |
| Plywood | 128 | 8.8% |
| CmentBd | 66 | 4.5% |
| Wd Shng | 43 | 2.9% |
| BrkFace | 22 | 1.5% |
| Stucco | 21 | 1.4% |
| AsbShng | 18 | 1.2% |
| Other values (5) | 24 | 1.6% |
Length
| Value | Count | Frequency (%) |
| vinylsd | 510 | |
| wd | 237 | |
| metalsd | 233 | |
| hdboard | 199 | 11.6% |
| sdng | 194 | 11.3% |
| plywood | 128 | 7.5% |
| cmentbd | 66 | 3.9% |
| shng | 43 | 2.5% |
| brkface | 22 | 1.3% |
| stucco | 21 | 1.2% |
| Other values (7) | 57 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1026 | 10.1% |
| l | 873 | 8.6% |
| n | 848 | 8.3% |
| y | 638 | 6.3% |
| V | 510 | 5.0% |
| i | 510 | 5.0% |
| o | 479 | 4.7% |
| a | 454 | 4.5% |
| t | 326 | 3.2% |
| Other values (22) | 2751 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10181 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1026 | 10.1% |
| l | 873 | 8.6% |
| n | 848 | 8.3% |
| y | 638 | 6.3% |
| V | 510 | 5.0% |
| i | 510 | 5.0% |
| o | 479 | 4.7% |
| a | 454 | 4.5% |
| t | 326 | 3.2% |
| Other values (22) | 2751 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10181 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1026 | 10.1% |
| l | 873 | 8.6% |
| n | 848 | 8.3% |
| y | 638 | 6.3% |
| V | 510 | 5.0% |
| i | 510 | 5.0% |
| o | 479 | 4.7% |
| a | 454 | 4.5% |
| t | 326 | 3.2% |
| Other values (22) | 2751 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10181 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1766 | |
| S | 1026 | 10.1% |
| l | 873 | 8.6% |
| n | 848 | 8.3% |
| y | 638 | 6.3% |
| V | 510 | 5.0% |
| i | 510 | 5.0% |
| o | 479 | 4.7% |
| a | 454 | 4.5% |
| t | 326 | 3.2% |
| Other values (22) | 2751 |
MasVnrType
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 894 |
| Missing (%) | 61.3% |
| Memory size | 11.5 KiB |
| BrkFace | |
|---|---|
| Stone | |
| BrkCmn | 10 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.5539823 |
| Min length | 5 |
Characters and Unicode
| Total characters | 3703 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BrkFace |
|---|---|
| 2nd row | BrkFace |
| 3rd row | BrkFace |
| 4th row | BrkFace |
| 5th row | Stone |
Common Values
| Value | Count | Frequency (%) |
| BrkFace | 434 | |
| Stone | 121 | 8.3% |
| BrkCmn | 10 | 0.7% |
| (Missing) | 894 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| brkface | 434 | |
| stone | 121 | 21.4% |
| brkcmn | 10 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 555 | |
| B | 444 | |
| r | 444 | |
| k | 444 | |
| F | 434 | |
| a | 434 | |
| c | 434 | |
| n | 131 | 3.5% |
| S | 121 | 3.3% |
| t | 121 | 3.3% |
| Other values (3) | 141 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3703 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 555 | |
| B | 444 | |
| r | 444 | |
| k | 444 | |
| F | 434 | |
| a | 434 | |
| c | 434 | |
| n | 131 | 3.5% |
| S | 121 | 3.3% |
| t | 121 | 3.3% |
| Other values (3) | 141 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3703 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 555 | |
| B | 444 | |
| r | 444 | |
| k | 444 | |
| F | 434 | |
| a | 434 | |
| c | 434 | |
| n | 131 | 3.5% |
| S | 121 | 3.3% |
| t | 121 | 3.3% |
| Other values (3) | 141 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3703 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 555 | |
| B | 444 | |
| r | 444 | |
| k | 444 | |
| F | 434 | |
| a | 434 | |
| c | 434 | |
| n | 131 | 3.5% |
| S | 121 | 3.3% |
| t | 121 | 3.3% |
| Other values (3) | 141 | 3.8% |
MasVnrArea
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 303 |
|---|---|
| Distinct (%) | 21.0% |
| Missing | 15 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.70914 |
| Minimum | 0 |
|---|---|
| Maximum | 1290 |
| Zeros | 877 |
| Zeros (%) | 60.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 164 |
| 95-th percentile | 478.95 |
| Maximum | 1290 |
| Range | 1290 |
| Interquartile range (IQR) | 164 |
Descriptive statistics
| Standard deviation | 177.6259 |
|---|---|
| Coefficient of variation (CV) | 1.7637515 |
| Kurtosis | 8.3763083 |
| Mean | 100.70914 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.5333767 |
| Sum | 145424 |
| Variance | 31550.96 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 877 | |
| 176 | 10 | 0.7% |
| 144 | 9 | 0.6% |
| 120 | 8 | 0.5% |
| 216 | 8 | 0.5% |
| 200 | 7 | 0.5% |
| 504 | 6 | 0.4% |
| 198 | 6 | 0.4% |
| 128 | 6 | 0.4% |
| 302 | 6 | 0.4% |
| Other values (293) | 501 | |
| (Missing) | 15 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 877 | |
| 1 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 14 | 3 | 0.2% |
| 16 | 4 | 0.3% |
| 18 | 1 | 0.1% |
| 20 | 4 | 0.3% |
| 22 | 1 | 0.1% |
| 23 | 4 | 0.3% |
| 24 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1290 | 1 | |
| 1224 | 2 | |
| 1159 | 1 | |
| 1110 | 1 | |
| 1095 | 1 | |
| 1050 | 1 | |
| 970 | 1 | |
| 945 | 1 | |
| 902 | 1 | |
| 886 | 1 |
ExterQual
Categorical
HIGH CORRELATION 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 55 |
| Fa | 21 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 892 | |
| Gd | 491 | |
| Ex | 55 | 3.8% |
| Fa | 21 | 1.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 892 | |
| gd | 491 | |
| ex | 55 | 3.8% |
| fa | 21 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 892 | |
| A | 892 | |
| G | 491 | |
| d | 491 | |
| E | 55 | 1.9% |
| x | 55 | 1.9% |
| F | 21 | 0.7% |
| a | 21 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 892 | |
| A | 892 | |
| G | 491 | |
| d | 491 | |
| E | 55 | 1.9% |
| x | 55 | 1.9% |
| F | 21 | 0.7% |
| a | 21 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 892 | |
| A | 892 | |
| G | 491 | |
| d | 491 | |
| E | 55 | 1.9% |
| x | 55 | 1.9% |
| F | 21 | 0.7% |
| a | 21 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 892 | |
| A | 892 | |
| G | 491 | |
| d | 491 | |
| E | 55 | 1.9% |
| x | 55 | 1.9% |
| F | 21 | 0.7% |
| a | 21 | 0.7% |
ExterCond
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Fa | 39 |
| Ex | 9 |
| Po | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1256 | |
| Gd | 153 | 10.5% |
| Fa | 39 | 2.7% |
| Ex | 9 | 0.6% |
| Po | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1256 | |
| gd | 153 | 10.5% |
| fa | 39 | 2.7% |
| ex | 9 | 0.6% |
| po | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1256 | |
| A | 1256 | |
| G | 153 | 5.2% |
| d | 153 | 5.2% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
| E | 9 | 0.3% |
| x | 9 | 0.3% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1256 | |
| A | 1256 | |
| G | 153 | 5.2% |
| d | 153 | 5.2% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
| E | 9 | 0.3% |
| x | 9 | 0.3% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1256 | |
| A | 1256 | |
| G | 153 | 5.2% |
| d | 153 | 5.2% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
| E | 9 | 0.3% |
| x | 9 | 0.3% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1256 | |
| A | 1256 | |
| G | 153 | 5.2% |
| d | 153 | 5.2% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
| E | 9 | 0.3% |
| x | 9 | 0.3% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Foundation
Categorical
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Slab | 25 |
| Stone | 5 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.5065113 |
| Min length | 4 |
Characters and Unicode
| Total characters | 8034 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CBlock |
|---|---|
| 2nd row | CBlock |
| 3rd row | PConc |
| 4th row | PConc |
| 5th row | PConc |
Common Values
| Value | Count | Frequency (%) |
| PConc | 661 | |
| CBlock | 601 | |
| BrkTil | 165 | 11.3% |
| Slab | 25 | 1.7% |
| Stone | 5 | 0.3% |
| Wood | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pconc | 661 | |
| cblock | 601 | |
| brktil | 165 | 11.3% |
| slab | 25 | 1.7% |
| stone | 5 | 0.3% |
| wood | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1271 | |
| C | 1262 | |
| c | 1262 | |
| l | 791 | |
| B | 766 | |
| k | 766 | |
| n | 666 | |
| P | 661 | |
| i | 165 | 2.1% |
| T | 165 | 2.1% |
| Other values (8) | 259 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8034 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1271 | |
| C | 1262 | |
| c | 1262 | |
| l | 791 | |
| B | 766 | |
| k | 766 | |
| n | 666 | |
| P | 661 | |
| i | 165 | 2.1% |
| T | 165 | 2.1% |
| Other values (8) | 259 | 3.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8034 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1271 | |
| C | 1262 | |
| c | 1262 | |
| l | 791 | |
| B | 766 | |
| k | 766 | |
| n | 666 | |
| P | 661 | |
| i | 165 | 2.1% |
| T | 165 | 2.1% |
| Other values (8) | 259 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8034 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1271 | |
| C | 1262 | |
| c | 1262 | |
| l | 791 | |
| B | 766 | |
| k | 766 | |
| n | 666 | |
| P | 661 | |
| i | 165 | 2.1% |
| T | 165 | 2.1% |
| Other values (8) | 259 | 3.2% |
BsmtQual
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 44 |
| Missing (%) | 3.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 53 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2830 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 634 | |
| Gd | 591 | |
| Ex | 137 | 9.4% |
| Fa | 53 | 3.6% |
| (Missing) | 44 | 3.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 634 | |
| gd | 591 | |
| ex | 137 | 9.7% |
| fa | 53 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 634 | |
| A | 634 | |
| G | 591 | |
| d | 591 | |
| E | 137 | 4.8% |
| x | 137 | 4.8% |
| F | 53 | 1.9% |
| a | 53 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2830 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 634 | |
| A | 634 | |
| G | 591 | |
| d | 591 | |
| E | 137 | 4.8% |
| x | 137 | 4.8% |
| F | 53 | 1.9% |
| a | 53 | 1.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2830 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 634 | |
| A | 634 | |
| G | 591 | |
| d | 591 | |
| E | 137 | 4.8% |
| x | 137 | 4.8% |
| F | 53 | 1.9% |
| a | 53 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2830 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 634 | |
| A | 634 | |
| G | 591 | |
| d | 591 | |
| E | 137 | 4.8% |
| x | 137 | 4.8% |
| F | 53 | 1.9% |
| a | 53 | 1.9% |
BsmtCond
Categorical
HIGH CORRELATION  IMBALANCE  MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 45 |
| Missing (%) | 3.1% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Fa | 59 |
| Gd | 57 |
| Po | 3 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2828 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1295 | |
| Fa | 59 | 4.0% |
| Gd | 57 | 3.9% |
| Po | 3 | 0.2% |
| (Missing) | 45 | 3.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1295 | |
| fa | 59 | 4.2% |
| gd | 57 | 4.0% |
| po | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1295 | |
| A | 1295 | |
| F | 59 | 2.1% |
| a | 59 | 2.1% |
| G | 57 | 2.0% |
| d | 57 | 2.0% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1295 | |
| A | 1295 | |
| F | 59 | 2.1% |
| a | 59 | 2.1% |
| G | 57 | 2.0% |
| d | 57 | 2.0% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1295 | |
| A | 1295 | |
| F | 59 | 2.1% |
| a | 59 | 2.1% |
| G | 57 | 2.0% |
| d | 57 | 2.0% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1295 | |
| A | 1295 | |
| F | 59 | 2.1% |
| a | 59 | 2.1% |
| G | 57 | 2.0% |
| d | 57 | 2.0% |
| P | 3 | 0.1% |
| o | 3 | 0.1% |
BsmtExposure
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 44 |
| Missing (%) | 3.0% |
| Memory size | 11.5 KiB |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2830 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 951 | |
| Av | 197 | 13.5% |
| Gd | 142 | 9.7% |
| Mn | 125 | 8.6% |
| (Missing) | 44 | 3.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 951 | |
| av | 197 | 13.9% |
| gd | 142 | 10.0% |
| mn | 125 | 8.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 951 | |
| o | 951 | |
| A | 197 | 7.0% |
| v | 197 | 7.0% |
| G | 142 | 5.0% |
| d | 142 | 5.0% |
| M | 125 | 4.4% |
| n | 125 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2830 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 951 | |
| o | 951 | |
| A | 197 | 7.0% |
| v | 197 | 7.0% |
| G | 142 | 5.0% |
| d | 142 | 5.0% |
| M | 125 | 4.4% |
| n | 125 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2830 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 951 | |
| o | 951 | |
| A | 197 | 7.0% |
| v | 197 | 7.0% |
| G | 142 | 5.0% |
| d | 142 | 5.0% |
| M | 125 | 4.4% |
| n | 125 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2830 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 951 | |
| o | 951 | |
| A | 197 | 7.0% |
| v | 197 | 7.0% |
| G | 142 | 5.0% |
| d | 142 | 5.0% |
| M | 125 | 4.4% |
| n | 125 | 4.4% |
BsmtFinType1
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 42 |
| Missing (%) | 2.9% |
| Memory size | 11.5 KiB |
| GLQ | |
|---|---|
| Unf | |
| ALQ | |
| Rec | |
| BLQ |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4251 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Rec |
|---|---|
| 2nd row | ALQ |
| 3rd row | GLQ |
| 4th row | GLQ |
| 5th row | ALQ |
Common Values
| Value | Count | Frequency (%) |
| GLQ | 431 | |
| Unf | 421 | |
| ALQ | 209 | |
| Rec | 155 | 10.6% |
| BLQ | 121 | 8.3% |
| LwQ | 80 | 5.5% |
| (Missing) | 42 | 2.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| glq | 431 | |
| unf | 421 | |
| alq | 209 | |
| rec | 155 | 10.9% |
| blq | 121 | 8.5% |
| lwq | 80 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 841 | |
| Q | 841 | |
| G | 431 | |
| U | 421 | |
| n | 421 | |
| f | 421 | |
| A | 209 | 4.9% |
| R | 155 | 3.6% |
| e | 155 | 3.6% |
| c | 155 | 3.6% |
| Other values (2) | 201 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4251 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 841 | |
| Q | 841 | |
| G | 431 | |
| U | 421 | |
| n | 421 | |
| f | 421 | |
| A | 209 | 4.9% |
| R | 155 | 3.6% |
| e | 155 | 3.6% |
| c | 155 | 3.6% |
| Other values (2) | 201 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4251 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 841 | |
| Q | 841 | |
| G | 431 | |
| U | 421 | |
| n | 421 | |
| f | 421 | |
| A | 209 | 4.9% |
| R | 155 | 3.6% |
| e | 155 | 3.6% |
| c | 155 | 3.6% |
| Other values (2) | 201 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4251 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 841 | |
| Q | 841 | |
| G | 431 | |
| U | 421 | |
| n | 421 | |
| f | 421 | |
| A | 209 | 4.9% |
| R | 155 | 3.6% |
| e | 155 | 3.6% |
| c | 155 | 3.6% |
| Other values (2) | 201 | 4.7% |
BsmtFinSF1
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 669 |
|---|---|
| Distinct (%) | 45.9% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 439.2037 |
| Minimum | 0 |
|---|---|
| Maximum | 4010 |
| Zeros | 462 |
| Zeros (%) | 31.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 350.5 |
| Q3 | 753.5 |
| 95-th percentile | 1290.6 |
| Maximum | 4010 |
| Range | 4010 |
| Interquartile range (IQR) | 753.5 |
Descriptive statistics
| Standard deviation | 455.26804 |
|---|---|
| Coefficient of variation (CV) | 1.0365761 |
| Kurtosis | 2.6729662 |
| Mean | 439.2037 |
| Median Absolute Deviation (MAD) | 350.5 |
| Skewness | 1.1656767 |
| Sum | 640359 |
| Variance | 207268.99 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 462 | |
| 24 | 15 | 1.0% |
| 276 | 6 | 0.4% |
| 602 | 6 | 0.4% |
| 300 | 5 | 0.3% |
| 288 | 5 | 0.3% |
| 16 | 5 | 0.3% |
| 758 | 5 | 0.3% |
| 500 | 4 | 0.3% |
| 456 | 4 | 0.3% |
| Other values (659) | 941 |
| Value | Count | Frequency (%) |
| 0 | 462 | |
| 16 | 5 | 0.3% |
| 20 | 3 | 0.2% |
| 24 | 15 | 1.0% |
| 28 | 2 | 0.1% |
| 32 | 1 | 0.1% |
| 36 | 3 | 0.2% |
| 40 | 2 | 0.1% |
| 42 | 1 | 0.1% |
| 48 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 4010 | 1 | |
| 2288 | 1 | |
| 2257 | 1 | |
| 2158 | 1 | |
| 2146 | 1 | |
| 2085 | 1 | |
| 1972 | 1 | |
| 1965 | 1 | |
| 1836 | 1 | |
| 1812 | 1 |
BsmtFinType2
Categorical
HIGH CORRELATION  IMBALANCE  MISSING 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 42 |
| Missing (%) | 2.9% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| Rec | 51 |
| LwQ | 41 |
| BLQ | 35 |
| ALQ | 33 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4251 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | LwQ |
|---|---|
| 2nd row | Unf |
| 3rd row | Unf |
| 4th row | Unf |
| 5th row | Unf |
Common Values
| Value | Count | Frequency (%) |
| Unf | 1237 | |
| Rec | 51 | 3.5% |
| LwQ | 41 | 2.8% |
| BLQ | 35 | 2.4% |
| ALQ | 33 | 2.3% |
| GLQ | 20 | 1.4% |
| (Missing) | 42 | 2.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 1237 | |
| rec | 51 | 3.6% |
| lwq | 41 | 2.9% |
| blq | 35 | 2.5% |
| alq | 33 | 2.3% |
| glq | 20 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 1237 | |
| n | 1237 | |
| f | 1237 | |
| L | 129 | 3.0% |
| Q | 129 | 3.0% |
| R | 51 | 1.2% |
| e | 51 | 1.2% |
| c | 51 | 1.2% |
| w | 41 | 1.0% |
| B | 35 | 0.8% |
| Other values (2) | 53 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4251 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| U | 1237 | |
| n | 1237 | |
| f | 1237 | |
| L | 129 | 3.0% |
| Q | 129 | 3.0% |
| R | 51 | 1.2% |
| e | 51 | 1.2% |
| c | 51 | 1.2% |
| w | 41 | 1.0% |
| B | 35 | 0.8% |
| Other values (2) | 53 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4251 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| U | 1237 | |
| n | 1237 | |
| f | 1237 | |
| L | 129 | 3.0% |
| Q | 129 | 3.0% |
| R | 51 | 1.2% |
| e | 51 | 1.2% |
| c | 51 | 1.2% |
| w | 41 | 1.0% |
| B | 35 | 0.8% |
| Other values (2) | 53 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4251 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| U | 1237 | |
| n | 1237 | |
| f | 1237 | |
| L | 129 | 3.0% |
| Q | 129 | 3.0% |
| R | 51 | 1.2% |
| e | 51 | 1.2% |
| c | 51 | 1.2% |
| w | 41 | 1.0% |
| B | 35 | 0.8% |
| Other values (2) | 53 | 1.2% |
BsmtFinSF2
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 161 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.619342 |
| Minimum | 0 |
|---|---|
| Maximum | 1526 |
| Zeros | 1278 |
| Zeros (%) | 87.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 448.15 |
| Maximum | 1526 |
| Range | 1526 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 176.75393 |
|---|---|
| Coefficient of variation (CV) | 3.3591056 |
| Kurtosis | 17.66723 |
| Mean | 52.619342 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.0413446 |
| Sum | 76719 |
| Variance | 31241.95 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1278 | |
| 483 | 3 | 0.2% |
| 162 | 3 | 0.2% |
| 294 | 3 | 0.2% |
| 144 | 2 | 0.1% |
| 252 | 2 | 0.1% |
| 435 | 2 | 0.1% |
| 60 | 2 | 0.1% |
| 247 | 2 | 0.1% |
| 116 | 2 | 0.1% |
| Other values (151) | 159 | 10.9% |
| Value | Count | Frequency (%) |
| 0 | 1278 | |
| 6 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 38 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 42 | 2 | 0.1% |
| 46 | 1 | 0.1% |
| 48 | 1 | 0.1% |
| 52 | 1 | 0.1% |
| 60 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1526 | 1 | |
| 1393 | 1 | |
| 1164 | 1 | |
| 1083 | 1 | |
| 1073 | 1 | |
| 1039 | 1 | |
| 1037 | 1 | |
| 1020 | 1 | |
| 982 | 1 | |
| 981 | 1 |
BsmtUnfSF
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 793 |
|---|---|
| Distinct (%) | 54.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 554.29492 |
| Minimum | 0 |
|---|---|
| Maximum | 2140 |
| Zeros | 123 |
| Zeros (%) | 8.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 219.25 |
| median | 460 |
| Q3 | 797.75 |
| 95-th percentile | 1488.45 |
| Maximum | 2140 |
| Range | 2140 |
| Interquartile range (IQR) | 578.5 |
Descriptive statistics
| Standard deviation | 437.26049 |
|---|---|
| Coefficient of variation (CV) | 0.7888589 |
| Kurtosis | 0.33253511 |
| Mean | 554.29492 |
| Median Absolute Deviation (MAD) | 276.5 |
| Skewness | 0.91991634 |
| Sum | 808162 |
| Variance | 191196.73 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 123 | 8.4% |
| 384 | 11 | 0.8% |
| 624 | 8 | 0.5% |
| 348 | 7 | 0.5% |
| 480 | 7 | 0.5% |
| 672 | 7 | 0.5% |
| 738 | 7 | 0.5% |
| 100 | 7 | 0.5% |
| 216 | 6 | 0.4% |
| 120 | 6 | 0.4% |
| Other values (783) | 1269 |
| Value | Count | Frequency (%) |
| 0 | 123 | |
| 17 | 1 | 0.1% |
| 20 | 1 | 0.1% |
| 22 | 1 | 0.1% |
| 25 | 3 | 0.2% |
| 27 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 30 | 5 | 0.3% |
| 33 | 1 | 0.1% |
| 34 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2140 | 1 | |
| 2062 | 1 | |
| 1967 | 1 | |
| 1958 | 1 | |
| 1921 | 1 | |
| 1866 | 1 | |
| 1851 | 1 | |
| 1836 | 1 | |
| 1824 | 2 | |
| 1802 | 1 |
TotalBsmtSF
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 736 |
|---|---|
| Distinct (%) | 50.5% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1046.118 |
| Minimum | 0 |
|---|---|
| Maximum | 5095 |
| Zeros | 41 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 392 |
| Q1 | 784 |
| median | 988 |
| Q3 | 1305 |
| 95-th percentile | 1782 |
| Maximum | 5095 |
| Range | 5095 |
| Interquartile range (IQR) | 521 |
Descriptive statistics
| Standard deviation | 442.89862 |
|---|---|
| Coefficient of variation (CV) | 0.4233735 |
| Kurtosis | 5.2037805 |
| Mean | 1046.118 |
| Median Absolute Deviation (MAD) | 244 |
| Skewness | 0.81358915 |
| Sum | 1525240 |
| Variance | 196159.19 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 41 | 2.8% |
| 864 | 39 | 2.7% |
| 960 | 13 | 0.9% |
| 546 | 12 | 0.8% |
| 768 | 12 | 0.8% |
| 384 | 12 | 0.8% |
| 672 | 12 | 0.8% |
| 1008 | 12 | 0.8% |
| 912 | 11 | 0.8% |
| 1040 | 11 | 0.8% |
| Other values (726) | 1283 |
| Value | Count | Frequency (%) |
| 0 | 41 | |
| 160 | 1 | 0.1% |
| 173 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 216 | 2 | 0.1% |
| 240 | 1 | 0.1% |
| 245 | 1 | 0.1% |
| 264 | 1 | 0.1% |
| 279 | 1 | 0.1% |
| 297 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5095 | 1 | |
| 2846 | 1 | |
| 2660 | 1 | |
| 2630 | 1 | |
| 2552 | 1 | |
| 2535 | 1 | |
| 2492 | 1 | |
| 2461 | 1 | |
| 2458 | 1 | |
| 2452 | 1 |
Heating
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| GasA | |
|---|---|
| GasW | 9 |
| Grav | 2 |
| Wall | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5836 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GasA |
|---|---|
| 2nd row | GasA |
| 3rd row | GasA |
| 4th row | GasA |
| 5th row | GasA |
Common Values
| Value | Count | Frequency (%) |
| GasA | 1446 | |
| GasW | 9 | 0.6% |
| Grav | 2 | 0.1% |
| Wall | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gasa | 1446 | |
| gasw | 9 | 0.6% |
| grav | 2 | 0.1% |
| wall | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1459 | |
| G | 1457 | |
| s | 1455 | |
| A | 1446 | |
| W | 11 | 0.2% |
| l | 4 | 0.1% |
| r | 2 | < 0.1% |
| v | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1459 | |
| G | 1457 | |
| s | 1455 | |
| A | 1446 | |
| W | 11 | 0.2% |
| l | 4 | 0.1% |
| r | 2 | < 0.1% |
| v | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1459 | |
| G | 1457 | |
| s | 1455 | |
| A | 1446 | |
| W | 11 | 0.2% |
| l | 4 | 0.1% |
| r | 2 | < 0.1% |
| v | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1459 | |
| G | 1457 | |
| s | 1455 | |
| A | 1446 | |
| W | 11 | 0.2% |
| l | 4 | 0.1% |
| r | 2 | < 0.1% |
| v | 2 | < 0.1% |
HeatingQC
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 43 |
| Po | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2918 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | Ex |
| 5th row | Ex |
Common Values
| Value | Count | Frequency (%) |
| Ex | 752 | |
| TA | 429 | |
| Gd | 233 | 16.0% |
| Fa | 43 | 2.9% |
| Po | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ex | 752 | |
| ta | 429 | |
| gd | 233 | 16.0% |
| fa | 43 | 2.9% |
| po | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 752 | |
| x | 752 | |
| T | 429 | |
| A | 429 | |
| G | 233 | 8.0% |
| d | 233 | 8.0% |
| F | 43 | 1.5% |
| a | 43 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 752 | |
| x | 752 | |
| T | 429 | |
| A | 429 | |
| G | 233 | 8.0% |
| d | 233 | 8.0% |
| F | 43 | 1.5% |
| a | 43 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 752 | |
| x | 752 | |
| T | 429 | |
| A | 429 | |
| G | 233 | 8.0% |
| d | 233 | 8.0% |
| F | 43 | 1.5% |
| a | 43 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2918 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 752 | |
| x | 752 | |
| T | 429 | |
| A | 429 | |
| G | 233 | 8.0% |
| d | 233 | 8.0% |
| F | 43 | 1.5% |
| a | 43 | 1.5% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
CentralAir
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| True | |
|---|---|
| False | 101 |
| Value | Count | Frequency (%) |
| True | 1358 | |
| False | 101 | 6.9% |
Electrical
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| SBrkr | |
|---|---|
| FuseA | 94 |
| FuseF | 23 |
| FuseP | 5 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 7295 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SBrkr |
|---|---|
| 2nd row | SBrkr |
| 3rd row | SBrkr |
| 4th row | SBrkr |
| 5th row | SBrkr |
Common Values
| Value | Count | Frequency (%) |
| SBrkr | 1337 | |
| FuseA | 94 | 6.4% |
| FuseF | 23 | 1.6% |
| FuseP | 5 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sbrkr | 1337 | |
| fusea | 94 | 6.4% |
| fusef | 23 | 1.6% |
| fusep | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2674 | |
| S | 1337 | |
| B | 1337 | |
| k | 1337 | |
| F | 145 | 2.0% |
| u | 122 | 1.7% |
| s | 122 | 1.7% |
| e | 122 | 1.7% |
| A | 94 | 1.3% |
| P | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7295 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2674 | |
| S | 1337 | |
| B | 1337 | |
| k | 1337 | |
| F | 145 | 2.0% |
| u | 122 | 1.7% |
| s | 122 | 1.7% |
| e | 122 | 1.7% |
| A | 94 | 1.3% |
| P | 5 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7295 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2674 | |
| S | 1337 | |
| B | 1337 | |
| k | 1337 | |
| F | 145 | 2.0% |
| u | 122 | 1.7% |
| s | 122 | 1.7% |
| e | 122 | 1.7% |
| A | 94 | 1.3% |
| P | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7295 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2674 | |
| S | 1337 | |
| B | 1337 | |
| k | 1337 | |
| F | 145 | 2.0% |
| u | 122 | 1.7% |
| s | 122 | 1.7% |
| e | 122 | 1.7% |
| A | 94 | 1.3% |
| P | 5 | 0.1% |
1stFlrSF
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 789 |
|---|---|
| Distinct (%) | 54.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1156.5346 |
| Minimum | 407 |
|---|---|
| Maximum | 5095 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 407 |
|---|---|
| 5-th percentile | 630 |
| Q1 | 873.5 |
| median | 1079 |
| Q3 | 1382.5 |
| 95-th percentile | 1829.1 |
| Maximum | 5095 |
| Range | 4688 |
| Interquartile range (IQR) | 509 |
Descriptive statistics
| Standard deviation | 398.16582 |
|---|---|
| Coefficient of variation (CV) | 0.34427488 |
| Kurtosis | 8.0538633 |
| Mean | 1156.5346 |
| Median Absolute Deviation (MAD) | 235 |
| Skewness | 1.5581946 |
| Sum | 1687384 |
| Variance | 158536.02 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 21 | 1.4% |
| 1040 | 12 | 0.8% |
| 546 | 12 | 0.8% |
| 960 | 11 | 0.8% |
| 936 | 10 | 0.7% |
| 816 | 9 | 0.6% |
| 768 | 8 | 0.5% |
| 1008 | 8 | 0.5% |
| 1152 | 7 | 0.5% |
| 1072 | 7 | 0.5% |
| Other values (779) | 1354 |
| Value | Count | Frequency (%) |
| 407 | 1 | 0.1% |
| 432 | 1 | 0.1% |
| 442 | 1 | 0.1% |
| 448 | 1 | 0.1% |
| 453 | 1 | 0.1% |
| 483 | 6 | |
| 492 | 1 | 0.1% |
| 494 | 1 | 0.1% |
| 498 | 1 | 0.1% |
| 502 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5095 | 1 | |
| 3820 | 1 | |
| 2726 | 1 | |
| 2696 | 1 | |
| 2674 | 1 | |
| 2552 | 1 | |
| 2522 | 1 | |
| 2497 | 1 | |
| 2492 | 1 | |
| 2490 | 1 |
2ndFlrSF
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 407 |
|---|---|
| Distinct (%) | 27.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 325.96779 |
| Minimum | 0 |
|---|---|
| Maximum | 1862 |
| Zeros | 839 |
| Zeros (%) | 57.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 676 |
| 95-th percentile | 1116.8 |
| Maximum | 1862 |
| Range | 1862 |
| Interquartile range (IQR) | 676 |
Descriptive statistics
| Standard deviation | 420.61023 |
|---|---|
| Coefficient of variation (CV) | 1.2903429 |
| Kurtosis | -0.27544098 |
| Mean | 325.96779 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.91288263 |
| Sum | 475587 |
| Variance | 176912.96 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 839 | |
| 546 | 15 | 1.0% |
| 504 | 8 | 0.5% |
| 728 | 8 | 0.5% |
| 886 | 7 | 0.5% |
| 720 | 6 | 0.4% |
| 600 | 6 | 0.4% |
| 896 | 5 | 0.3% |
| 601 | 5 | 0.3% |
| 462 | 5 | 0.3% |
| Other values (397) | 555 |
| Value | Count | Frequency (%) |
| 0 | 839 | |
| 125 | 1 | 0.1% |
| 144 | 1 | 0.1% |
| 180 | 1 | 0.1% |
| 182 | 1 | 0.1% |
| 185 | 1 | 0.1% |
| 208 | 1 | 0.1% |
| 218 | 1 | 0.1% |
| 228 | 1 | 0.1% |
| 240 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1862 | 1 | 0.1% |
| 1836 | 1 | 0.1% |
| 1788 | 1 | 0.1% |
| 1778 | 1 | 0.1% |
| 1721 | 1 | 0.1% |
| 1629 | 1 | 0.1% |
| 1619 | 3 | |
| 1567 | 1 | 0.1% |
| 1420 | 1 | 0.1% |
| 1407 | 1 | 0.1% |
LowQualFinSF
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.543523 |
| Minimum | 0 |
|---|---|
| Maximum | 1064 |
| Zeros | 1445 |
| Zeros (%) | 99.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 1064 |
| Range | 1064 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 44.043251 |
|---|---|
| Coefficient of variation (CV) | 12.429227 |
| Kurtosis | 308.67691 |
| Mean | 3.543523 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.167254 |
| Sum | 5170 |
| Variance | 1939.8079 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1445 | |
| 362 | 1 | 0.1% |
| 1064 | 1 | 0.1% |
| 431 | 1 | 0.1% |
| 436 | 1 | 0.1% |
| 259 | 1 | 0.1% |
| 312 | 1 | 0.1% |
| 108 | 1 | 0.1% |
| 697 | 1 | 0.1% |
| 512 | 1 | 0.1% |
| Other values (5) | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 1445 | |
| 80 | 1 | 0.1% |
| 108 | 1 | 0.1% |
| 114 | 1 | 0.1% |
| 140 | 1 | 0.1% |
| 205 | 1 | 0.1% |
| 259 | 1 | 0.1% |
| 312 | 1 | 0.1% |
| 362 | 1 | 0.1% |
| 431 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1064 | 1 | |
| 697 | 1 | |
| 512 | 1 | |
| 450 | 1 | |
| 436 | 1 | |
| 431 | 1 | |
| 362 | 1 | |
| 312 | 1 | |
| 259 | 1 | |
| 205 | 1 |
GrLivArea
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 879 |
|---|---|
| Distinct (%) | 60.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1486.0459 |
| Minimum | 407 |
|---|---|
| Maximum | 5095 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 407 |
|---|---|
| 5-th percentile | 864 |
| Q1 | 1117.5 |
| median | 1432 |
| Q3 | 1721 |
| 95-th percentile | 2461.3 |
| Maximum | 5095 |
| Range | 4688 |
| Interquartile range (IQR) | 603.5 |
Descriptive statistics
| Standard deviation | 485.5661 |
|---|---|
| Coefficient of variation (CV) | 0.3267504 |
| Kurtosis | 2.9203451 |
| Mean | 1486.0459 |
| Median Absolute Deviation (MAD) | 299 |
| Skewness | 1.1304024 |
| Sum | 2168141 |
| Variance | 235774.44 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 19 | 1.3% |
| 1092 | 18 | 1.2% |
| 1040 | 11 | 0.8% |
| 1456 | 10 | 0.7% |
| 1200 | 9 | 0.6% |
| 936 | 9 | 0.6% |
| 960 | 7 | 0.5% |
| 988 | 6 | 0.4% |
| 1728 | 6 | 0.4% |
| 816 | 6 | 0.4% |
| Other values (869) | 1358 |
| Value | Count | Frequency (%) |
| 407 | 1 | |
| 492 | 1 | |
| 498 | 1 | |
| 540 | 1 | |
| 572 | 1 | |
| 599 | 1 | |
| 612 | 1 | |
| 630 | 1 | |
| 640 | 1 | |
| 641 | 1 |
| Value | Count | Frequency (%) |
| 5095 | 1 | |
| 3820 | 1 | |
| 3672 | 1 | |
| 3500 | 1 | |
| 3390 | 1 | |
| 3086 | 1 | |
| 3078 | 1 | |
| 3005 | 1 | |
| 2956 | 1 | |
| 2944 | 1 |
BsmtFullBath
Categorical
HIGH CORRELATION 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 11.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | 23 |
| 3.0 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4371 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 849 | |
| 1.0 | 584 | |
| 2.0 | 23 | 1.6% |
| 3.0 | 1 | 0.1% |
| (Missing) | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 849 | |
| 1.0 | 584 | |
| 2.0 | 23 | 1.6% |
| 3.0 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2306 | |
| . | 1457 | |
| 1 | 584 | 13.4% |
| 2 | 23 | 0.5% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4371 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2306 | |
| . | 1457 | |
| 1 | 584 | 13.4% |
| 2 | 23 | 0.5% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4371 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2306 | |
| . | 1457 | |
| 1 | 584 | 13.4% |
| 2 | 23 | 0.5% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4371 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2306 | |
| . | 1457 | |
| 1 | 584 | 13.4% |
| 2 | 23 | 0.5% |
| 3 | 1 | < 0.1% |
BsmtHalfBath
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 11.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 91 |
| 2.0 | 2 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4371 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1364 | |
| 1.0 | 91 | 6.2% |
| 2.0 | 2 | 0.1% |
| (Missing) | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1364 | |
| 1.0 | 91 | 6.2% |
| 2.0 | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2821 | |
| . | 1457 | |
| 1 | 91 | 2.1% |
| 2 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4371 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2821 | |
| . | 1457 | |
| 1 | 91 | 2.1% |
| 2 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4371 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2821 | |
| . | 1457 | |
| 1 | 91 | 2.1% |
| 2 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4371 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2821 | |
| . | 1457 | |
| 1 | 91 | 2.1% |
| 2 | 2 | < 0.1% |
FullBath
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 31 |
| 4 | 4 |
| 0 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 762 | |
| 1 | 659 | |
| 3 | 31 | 2.1% |
| 4 | 4 | 0.3% |
| 0 | 3 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 762 | |
| 1 | 659 | |
| 3 | 31 | 2.1% |
| 4 | 4 | 0.3% |
| 0 | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 762 | |
| 1 | 659 | |
| 3 | 31 | 2.1% |
| 4 | 4 | 0.3% |
| 0 | 3 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 762 | |
| 1 | 659 | |
| 3 | 31 | 2.1% |
| 4 | 4 | 0.3% |
| 0 | 3 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 762 | |
| 1 | 659 | |
| 3 | 31 | 2.1% |
| 4 | 4 | 0.3% |
| 0 | 3 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 762 | |
| 1 | 659 | |
| 3 | 31 | 2.1% |
| 4 | 4 | 0.3% |
| 0 | 3 | 0.2% |
HalfBath
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 13 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 921 | |
| 1 | 525 | |
| 2 | 13 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 921 | |
| 1 | 525 | |
| 2 | 13 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 921 | |
| 1 | 525 | |
| 2 | 13 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 921 | |
| 1 | 525 | |
| 2 | 13 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 921 | |
| 1 | 525 | |
| 2 | 13 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 921 | |
| 1 | 525 | |
| 2 | 13 | 0.9% |
BedroomAbvGr
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8540096 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.82978836 |
|---|---|
| Coefficient of variation (CV) | 0.29074477 |
| Kurtosis | 1.6859653 |
| Mean | 2.8540096 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.43662328 |
| Sum | 4164 |
| Variance | 0.68854873 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 792 | |
| 2 | 384 | |
| 4 | 187 | 12.8% |
| 1 | 53 | 3.6% |
| 5 | 27 | 1.9% |
| 6 | 14 | 1.0% |
| 0 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.1% |
| 1 | 53 | 3.6% |
| 2 | 384 | |
| 3 | 792 | |
| 4 | 187 | 12.8% |
| 5 | 27 | 1.9% |
| 6 | 14 | 1.0% |
| Value | Count | Frequency (%) |
| 6 | 14 | 1.0% |
| 5 | 27 | 1.9% |
| 4 | 187 | 12.8% |
| 3 | 792 | |
| 2 | 384 | |
| 1 | 53 | 3.6% |
| 0 | 2 | 0.1% |
KitchenAbvGr
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1 | |
|---|---|
| 2 | 64 |
| 0 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1393 | |
| 2 | 64 | 4.4% |
| 0 | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1393 | |
| 2 | 64 | 4.4% |
| 0 | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1393 | |
| 2 | 64 | 4.4% |
| 0 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1393 | |
| 2 | 64 | 4.4% |
| 0 | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1393 | |
| 2 | 64 | 4.4% |
| 0 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1393 | |
| 2 | 64 | 4.4% |
| 0 | 2 | 0.1% |
KitchenQual
Categorical
HIGH CORRELATION 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 31 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2916 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | Gd |
| 3rd row | TA |
| 4th row | Gd |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 757 | |
| Gd | 565 | |
| Ex | 105 | 7.2% |
| Fa | 31 | 2.1% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 757 | |
| gd | 565 | |
| ex | 105 | 7.2% |
| fa | 31 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 757 | |
| A | 757 | |
| G | 565 | |
| d | 565 | |
| E | 105 | 3.6% |
| x | 105 | 3.6% |
| F | 31 | 1.1% |
| a | 31 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2916 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 757 | |
| A | 757 | |
| G | 565 | |
| d | 565 | |
| E | 105 | 3.6% |
| x | 105 | 3.6% |
| F | 31 | 1.1% |
| a | 31 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2916 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 757 | |
| A | 757 | |
| G | 565 | |
| d | 565 | |
| E | 105 | 3.6% |
| x | 105 | 3.6% |
| F | 31 | 1.1% |
| a | 31 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2916 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 757 | |
| A | 757 | |
| G | 565 | |
| d | 565 | |
| E | 105 | 3.6% |
| x | 105 | 3.6% |
| F | 31 | 1.1% |
| a | 31 | 1.1% |
TotRmsAbvGrd
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3851953 |
| Minimum | 3 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5088946 |
|---|---|
| Coefficient of variation (CV) | 0.23631142 |
| Kurtosis | 1.5225956 |
| Mean | 6.3851953 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.84259745 |
| Sum | 9316 |
| Variance | 2.2767628 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 442 | |
| 7 | 320 | |
| 5 | 308 | |
| 8 | 160 | 11.0% |
| 4 | 99 | 6.8% |
| 9 | 68 | 4.7% |
| 10 | 33 | 2.3% |
| 11 | 14 | 1.0% |
| 3 | 8 | 0.5% |
| 12 | 5 | 0.3% |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 3 | 8 | 0.5% |
| 4 | 99 | 6.8% |
| 5 | 308 | |
| 6 | 442 | |
| 7 | 320 | |
| 8 | 160 | 11.0% |
| 9 | 68 | 4.7% |
| 10 | 33 | 2.3% |
| 11 | 14 | 1.0% |
| 12 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 15 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 12 | 5 | 0.3% |
| 11 | 14 | 1.0% |
| 10 | 33 | 2.3% |
| 9 | 68 | 4.7% |
| 8 | 160 | 11.0% |
| 7 | 320 | |
| 6 | 442 | |
| 5 | 308 |
Functional
Categorical
IMBALANCE 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 2 |
| Missing (%) | 0.1% |
| Memory size | 11.5 KiB |
| Typ | |
|---|---|
| Min2 | 36 |
| Min1 | 34 |
| Mod | 20 |
| Maj1 | 5 |
| Other values (2) | 5 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.054221 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4450 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Typ |
|---|---|
| 2nd row | Typ |
| 3rd row | Typ |
| 4th row | Typ |
| 5th row | Typ |
Common Values
| Value | Count | Frequency (%) |
| Typ | 1357 | |
| Min2 | 36 | 2.5% |
| Min1 | 34 | 2.3% |
| Mod | 20 | 1.4% |
| Maj1 | 5 | 0.3% |
| Maj2 | 4 | 0.3% |
| Sev | 1 | 0.1% |
| (Missing) | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| typ | 1357 | |
| min2 | 36 | 2.5% |
| min1 | 34 | 2.3% |
| mod | 20 | 1.4% |
| maj1 | 5 | 0.3% |
| maj2 | 4 | 0.3% |
| sev | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1357 | |
| y | 1357 | |
| p | 1357 | |
| M | 99 | 2.2% |
| i | 70 | 1.6% |
| n | 70 | 1.6% |
| 2 | 40 | 0.9% |
| 1 | 39 | 0.9% |
| o | 20 | 0.4% |
| d | 20 | 0.4% |
| Other values (5) | 21 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4450 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1357 | |
| y | 1357 | |
| p | 1357 | |
| M | 99 | 2.2% |
| i | 70 | 1.6% |
| n | 70 | 1.6% |
| 2 | 40 | 0.9% |
| 1 | 39 | 0.9% |
| o | 20 | 0.4% |
| d | 20 | 0.4% |
| Other values (5) | 21 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4450 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1357 | |
| y | 1357 | |
| p | 1357 | |
| M | 99 | 2.2% |
| i | 70 | 1.6% |
| n | 70 | 1.6% |
| 2 | 40 | 0.9% |
| 1 | 39 | 0.9% |
| o | 20 | 0.4% |
| d | 20 | 0.4% |
| Other values (5) | 21 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4450 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1357 | |
| y | 1357 | |
| p | 1357 | |
| M | 99 | 2.2% |
| i | 70 | 1.6% |
| n | 70 | 1.6% |
| 2 | 40 | 0.9% |
| 1 | 39 | 0.9% |
| o | 20 | 0.4% |
| d | 20 | 0.4% |
| Other values (5) | 21 | 0.5% |
Fireplaces
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 6 |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 618 | |
| 2 | 104 | 7.1% |
| 3 | 6 | 0.4% |
| 4 | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 618 | |
| 2 | 104 | 7.1% |
| 3 | 6 | 0.4% |
| 4 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 618 | |
| 2 | 104 | 7.1% |
| 3 | 6 | 0.4% |
| 4 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 618 | |
| 2 | 104 | 7.1% |
| 3 | 6 | 0.4% |
| 4 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 618 | |
| 2 | 104 | 7.1% |
| 3 | 6 | 0.4% |
| 4 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 730 | |
| 1 | 618 | |
| 2 | 104 | 7.1% |
| 3 | 6 | 0.4% |
| 4 | 1 | 0.1% |
FireplaceQu
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 730 |
| Missing (%) | 50.0% |
| Memory size | 11.5 KiB |
| Gd | |
|---|---|
| TA | |
| Fa | |
| Po | 26 |
| Ex | 19 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1458 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | Gd |
| 3rd row | TA |
| 4th row | Gd |
| 5th row | Po |
Common Values
| Value | Count | Frequency (%) |
| Gd | 364 | |
| TA | 279 | 19.1% |
| Fa | 41 | 2.8% |
| Po | 26 | 1.8% |
| Ex | 19 | 1.3% |
| (Missing) | 730 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| gd | 364 | |
| ta | 279 | |
| fa | 41 | 5.6% |
| po | 26 | 3.6% |
| ex | 19 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 364 | |
| d | 364 | |
| T | 279 | |
| A | 279 | |
| F | 41 | 2.8% |
| a | 41 | 2.8% |
| P | 26 | 1.8% |
| o | 26 | 1.8% |
| E | 19 | 1.3% |
| x | 19 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1458 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 364 | |
| d | 364 | |
| T | 279 | |
| A | 279 | |
| F | 41 | 2.8% |
| a | 41 | 2.8% |
| P | 26 | 1.8% |
| o | 26 | 1.8% |
| E | 19 | 1.3% |
| x | 19 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1458 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 364 | |
| d | 364 | |
| T | 279 | |
| A | 279 | |
| F | 41 | 2.8% |
| a | 41 | 2.8% |
| P | 26 | 1.8% |
| o | 26 | 1.8% |
| E | 19 | 1.3% |
| x | 19 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1458 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 364 | |
| d | 364 | |
| T | 279 | |
| A | 279 | |
| F | 41 | 2.8% |
| a | 41 | 2.8% |
| P | 26 | 1.8% |
| o | 26 | 1.8% |
| E | 19 | 1.3% |
| x | 19 | 1.3% |
GarageType
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 76 |
| Missing (%) | 5.2% |
| Memory size | 11.5 KiB |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | |
| Basment | 17 |
| 2Types | 17 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.087491 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8419 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Attchd |
|---|---|
| 2nd row | Attchd |
| 3rd row | Attchd |
| 4th row | Attchd |
| 5th row | Attchd |
Common Values
| Value | Count | Frequency (%) |
| Attchd | 853 | |
| Detchd | 392 | |
| BuiltIn | 98 | 6.7% |
| Basment | 17 | 1.2% |
| 2Types | 17 | 1.2% |
| CarPort | 6 | 0.4% |
| (Missing) | 76 | 5.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| attchd | 853 | |
| detchd | 392 | |
| builtin | 98 | 7.1% |
| basment | 17 | 1.2% |
| 2types | 17 | 1.2% |
| carport | 6 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 2219 | |
| c | 1245 | |
| h | 1245 | |
| d | 1245 | |
| A | 853 | 10.1% |
| e | 426 | 5.1% |
| D | 392 | 4.7% |
| n | 115 | 1.4% |
| B | 115 | 1.4% |
| u | 98 | 1.2% |
| Other values (14) | 466 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8419 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 2219 | |
| c | 1245 | |
| h | 1245 | |
| d | 1245 | |
| A | 853 | 10.1% |
| e | 426 | 5.1% |
| D | 392 | 4.7% |
| n | 115 | 1.4% |
| B | 115 | 1.4% |
| u | 98 | 1.2% |
| Other values (14) | 466 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8419 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 2219 | |
| c | 1245 | |
| h | 1245 | |
| d | 1245 | |
| A | 853 | 10.1% |
| e | 426 | 5.1% |
| D | 392 | 4.7% |
| n | 115 | 1.4% |
| B | 115 | 1.4% |
| u | 98 | 1.2% |
| Other values (14) | 466 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8419 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 2219 | |
| c | 1245 | |
| h | 1245 | |
| d | 1245 | |
| A | 853 | 10.1% |
| e | 426 | 5.1% |
| D | 392 | 4.7% |
| n | 115 | 1.4% |
| B | 115 | 1.4% |
| u | 98 | 1.2% |
| Other values (14) | 466 | 5.5% |
GarageYrBlt
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 97 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 78 |
| Missing (%) | 5.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1977.7212 |
| Minimum | 1895 |
|---|---|
| Maximum | 2207 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1895 |
|---|---|
| 5-th percentile | 1926 |
| Q1 | 1959 |
| median | 1979 |
| Q3 | 2002 |
| 95-th percentile | 2007 |
| Maximum | 2207 |
| Range | 312 |
| Interquartile range (IQR) | 43 |
Descriptive statistics
| Standard deviation | 26.431175 |
|---|---|
| Coefficient of variation (CV) | 0.013364459 |
| Kurtosis | 3.4979351 |
| Mean | 1977.7212 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | -0.15836343 |
| Sum | 2731233 |
| Variance | 698.60701 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2005 | 77 | 5.3% |
| 2007 | 66 | 4.5% |
| 2006 | 56 | 3.8% |
| 2004 | 46 | 3.2% |
| 2003 | 42 | 2.9% |
| 2008 | 32 | 2.2% |
| 1977 | 31 | 2.1% |
| 2000 | 28 | 1.9% |
| 1993 | 27 | 1.9% |
| 1998 | 27 | 1.9% |
| Other values (87) | 949 | |
| (Missing) | 78 | 5.3% |
| Value | Count | Frequency (%) |
| 1895 | 1 | 0.1% |
| 1896 | 1 | 0.1% |
| 1900 | 5 | 0.3% |
| 1910 | 7 | 0.5% |
| 1915 | 5 | 0.3% |
| 1916 | 1 | 0.1% |
| 1917 | 2 | 0.1% |
| 1918 | 1 | 0.1% |
| 1919 | 1 | 0.1% |
| 1920 | 19 |
| Value | Count | Frequency (%) |
| 2207 | 1 | 0.1% |
| 2010 | 2 | 0.1% |
| 2009 | 8 | 0.5% |
| 2008 | 32 | |
| 2007 | 66 | |
| 2006 | 56 | |
| 2005 | 77 | |
| 2004 | 46 | |
| 2003 | 42 | |
| 2002 | 27 | 1.9% |
GarageFinish
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 78 |
| Missing (%) | 5.3% |
| Memory size | 11.5 KiB |
| Unf | |
|---|---|
| RFn | |
| Fin |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4143 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unf |
|---|---|
| 2nd row | Unf |
| 3rd row | Fin |
| 4th row | Fin |
| 5th row | RFn |
Common Values
| Value | Count | Frequency (%) |
| Unf | 625 | |
| RFn | 389 | |
| Fin | 367 | |
| (Missing) | 78 | 5.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 625 | |
| rfn | 389 | |
| fin | 367 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1381 | |
| F | 756 | |
| U | 625 | |
| f | 625 | |
| R | 389 | 9.4% |
| i | 367 | 8.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4143 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1381 | |
| F | 756 | |
| U | 625 | |
| f | 625 | |
| R | 389 | 9.4% |
| i | 367 | 8.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4143 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1381 | |
| F | 756 | |
| U | 625 | |
| f | 625 | |
| R | 389 | 9.4% |
| i | 367 | 8.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4143 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1381 | |
| F | 756 | |
| U | 625 | |
| f | 625 | |
| R | 389 | 9.4% |
| i | 367 | 8.9% |
GarageCars
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.766118 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 76 |
| Zeros (%) | 5.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.77594507 |
|---|---|
| Coefficient of variation (CV) | 0.43935065 |
| Kurtosis | 0.24961012 |
| Mean | 1.766118 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.10714152 |
| Sum | 2575 |
| Variance | 0.60209075 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 770 | |
| 1 | 407 | |
| 3 | 193 | 13.2% |
| 0 | 76 | 5.2% |
| 4 | 11 | 0.8% |
| 5 | 1 | 0.1% |
| (Missing) | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 76 | 5.2% |
| 1 | 407 | |
| 2 | 770 | |
| 3 | 193 | 13.2% |
| 4 | 11 | 0.8% |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5 | 1 | 0.1% |
| 4 | 11 | 0.8% |
| 3 | 193 | 13.2% |
| 2 | 770 | |
| 1 | 407 | |
| 0 | 76 | 5.2% |
GarageArea
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 459 |
|---|---|
| Distinct (%) | 31.5% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 472.76886 |
| Minimum | 0 |
|---|---|
| Maximum | 1488 |
| Zeros | 76 |
| Zeros (%) | 5.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 318 |
| median | 480 |
| Q3 | 576 |
| 95-th percentile | 864 |
| Maximum | 1488 |
| Range | 1488 |
| Interquartile range (IQR) | 258 |
Descriptive statistics
| Standard deviation | 217.04861 |
|---|---|
| Coefficient of variation (CV) | 0.4591009 |
| Kurtosis | 0.96685212 |
| Mean | 472.76886 |
| Median Absolute Deviation (MAD) | 129.5 |
| Skewness | 0.30023887 |
| Sum | 689297 |
| Variance | 47110.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 76 | 5.2% |
| 576 | 50 | 3.4% |
| 440 | 47 | 3.2% |
| 484 | 34 | 2.3% |
| 400 | 33 | 2.3% |
| 528 | 32 | 2.2% |
| 240 | 31 | 2.1% |
| 480 | 30 | 2.1% |
| 308 | 28 | 1.9% |
| 264 | 27 | 1.9% |
| Other values (449) | 1070 |
| Value | Count | Frequency (%) |
| 0 | 76 | |
| 100 | 1 | 0.1% |
| 160 | 1 | 0.1% |
| 162 | 2 | 0.1% |
| 164 | 1 | 0.1% |
| 180 | 7 | 0.5% |
| 184 | 1 | 0.1% |
| 185 | 1 | 0.1% |
| 195 | 3 | 0.2% |
| 200 | 7 | 0.5% |
| Value | Count | Frequency (%) |
| 1488 | 1 | |
| 1348 | 1 | |
| 1314 | 1 | |
| 1231 | 1 | |
| 1200 | 1 | |
| 1184 | 1 | |
| 1174 | 1 | |
| 1154 | 1 | |
| 1150 | 1 | |
| 1138 | 1 |
GarageQual
Categorical
HIGH CORRELATION  IMBALANCE  MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 78 |
| Missing (%) | 5.3% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Fa | 76 |
| Gd | 10 |
| Po | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2762 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1293 | |
| Fa | 76 | 5.2% |
| Gd | 10 | 0.7% |
| Po | 2 | 0.1% |
| (Missing) | 78 | 5.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1293 | |
| fa | 76 | 5.5% |
| gd | 10 | 0.7% |
| po | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1293 | |
| A | 1293 | |
| F | 76 | 2.8% |
| a | 76 | 2.8% |
| G | 10 | 0.4% |
| d | 10 | 0.4% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2762 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1293 | |
| A | 1293 | |
| F | 76 | 2.8% |
| a | 76 | 2.8% |
| G | 10 | 0.4% |
| d | 10 | 0.4% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2762 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1293 | |
| A | 1293 | |
| F | 76 | 2.8% |
| a | 76 | 2.8% |
| G | 10 | 0.4% |
| d | 10 | 0.4% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2762 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1293 | |
| A | 1293 | |
| F | 76 | 2.8% |
| a | 76 | 2.8% |
| G | 10 | 0.4% |
| d | 10 | 0.4% |
| P | 2 | 0.1% |
| o | 2 | 0.1% |
GarageCond
Categorical
IMBALANCE  MISSING 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 78 |
| Missing (%) | 5.3% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Fa | 39 |
| Po | 7 |
| Gd | 6 |
| Ex | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2762 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1328 | |
| Fa | 39 | 2.7% |
| Po | 7 | 0.5% |
| Gd | 6 | 0.4% |
| Ex | 1 | 0.1% |
| (Missing) | 78 | 5.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1328 | |
| fa | 39 | 2.8% |
| po | 7 | 0.5% |
| gd | 6 | 0.4% |
| ex | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1328 | |
| A | 1328 | |
| F | 39 | 1.4% |
| a | 39 | 1.4% |
| P | 7 | 0.3% |
| o | 7 | 0.3% |
| G | 6 | 0.2% |
| d | 6 | 0.2% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2762 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1328 | |
| A | 1328 | |
| F | 39 | 1.4% |
| a | 39 | 1.4% |
| P | 7 | 0.3% |
| o | 7 | 0.3% |
| G | 6 | 0.2% |
| d | 6 | 0.2% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2762 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1328 | |
| A | 1328 | |
| F | 39 | 1.4% |
| a | 39 | 1.4% |
| P | 7 | 0.3% |
| o | 7 | 0.3% |
| G | 6 | 0.2% |
| d | 6 | 0.2% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2762 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1328 | |
| A | 1328 | |
| F | 39 | 1.4% |
| a | 39 | 1.4% |
| P | 7 | 0.3% |
| o | 7 | 0.3% |
| G | 6 | 0.2% |
| d | 6 | 0.2% |
| E | 1 | < 0.1% |
| x | 1 | < 0.1% |
PavedDrive
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Y | |
|---|---|
| N | 126 |
| P | 32 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1459 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
Common Values
| Value | Count | Frequency (%) |
| Y | 1301 | |
| N | 126 | 8.6% |
| P | 32 | 2.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| y | 1301 | |
| n | 126 | 8.6% |
| p | 32 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 1301 | |
| N | 126 | 8.6% |
| P | 32 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Y | 1301 | |
| N | 126 | 8.6% |
| P | 32 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Y | 1301 | |
| N | 126 | 8.6% |
| P | 32 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1459 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Y | 1301 | |
| N | 126 | 8.6% |
| P | 32 | 2.2% |
WoodDeckSF
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 263 |
|---|---|
| Distinct (%) | 18.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.174777 |
| Minimum | 0 |
|---|---|
| Maximum | 1424 |
| Zeros | 762 |
| Zeros (%) | 52.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 168 |
| 95-th percentile | 319 |
| Maximum | 1424 |
| Range | 1424 |
| Interquartile range (IQR) | 168 |
Descriptive statistics
| Standard deviation | 127.74488 |
|---|---|
| Coefficient of variation (CV) | 1.3710243 |
| Kurtosis | 10.249278 |
| Mean | 93.174777 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.13076 |
| Sum | 135942 |
| Variance | 16318.755 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 762 | |
| 100 | 38 | 2.6% |
| 192 | 32 | 2.2% |
| 168 | 28 | 1.9% |
| 144 | 28 | 1.9% |
| 120 | 22 | 1.5% |
| 140 | 14 | 1.0% |
| 200 | 11 | 0.8% |
| 240 | 10 | 0.7% |
| 160 | 9 | 0.6% |
| Other values (253) | 505 |
| Value | Count | Frequency (%) |
| 0 | 762 | |
| 4 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 16 | 1 | 0.1% |
| 20 | 1 | 0.1% |
| 22 | 1 | 0.1% |
| 23 | 1 | 0.1% |
| 24 | 3 | 0.2% |
| 25 | 2 | 0.1% |
| 27 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1424 | 1 | |
| 870 | 1 | |
| 690 | 1 | |
| 684 | 1 | |
| 657 | 1 | |
| 646 | 1 | |
| 641 | 1 | |
| 631 | 1 | |
| 546 | 1 | |
| 530 | 1 |
OpenPorchSF
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 203 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.313914 |
| Minimum | 0 |
|---|---|
| Maximum | 742 |
| Zeros | 642 |
| Zeros (%) | 44.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 28 |
| Q3 | 72 |
| 95-th percentile | 189 |
| Maximum | 742 |
| Range | 742 |
| Interquartile range (IQR) | 72 |
Descriptive statistics
| Standard deviation | 68.883364 |
|---|---|
| Coefficient of variation (CV) | 1.4257459 |
| Kurtosis | 13.010836 |
| Mean | 48.313914 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 2.6877789 |
| Sum | 70490 |
| Variance | 4744.9179 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 642 | |
| 48 | 29 | 2.0% |
| 32 | 27 | 1.9% |
| 40 | 25 | 1.7% |
| 36 | 23 | 1.6% |
| 28 | 21 | 1.4% |
| 24 | 20 | 1.4% |
| 50 | 16 | 1.1% |
| 64 | 15 | 1.0% |
| 30 | 15 | 1.0% |
| Other values (193) | 626 |
| Value | Count | Frequency (%) |
| 0 | 642 | |
| 6 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 2 | 0.1% |
| 12 | 2 | 0.1% |
| 15 | 1 | 0.1% |
| 16 | 7 | 0.5% |
| 18 | 2 | 0.1% |
| 20 | 12 | 0.8% |
| 21 | 8 | 0.5% |
| Value | Count | Frequency (%) |
| 742 | 1 | |
| 570 | 1 | |
| 484 | 1 | |
| 444 | 1 | |
| 382 | 1 | |
| 372 | 1 | |
| 368 | 1 | |
| 365 | 1 | |
| 341 | 1 | |
| 324 | 1 |
EnclosedPorch
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 131 |
|---|---|
| Distinct (%) | 9.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.243317 |
| Minimum | 0 |
|---|---|
| Maximum | 1012 |
| Zeros | 1208 |
| Zeros (%) | 82.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 169.1 |
| Maximum | 1012 |
| Range | 1012 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 67.227765 |
|---|---|
| Coefficient of variation (CV) | 2.7730432 |
| Kurtosis | 40.129017 |
| Mean | 24.243317 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.6691723 |
| Sum | 35371 |
| Variance | 4519.5724 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1208 | |
| 96 | 7 | 0.5% |
| 168 | 7 | 0.5% |
| 112 | 7 | 0.5% |
| 144 | 6 | 0.4% |
| 84 | 6 | 0.4% |
| 192 | 5 | 0.3% |
| 180 | 5 | 0.3% |
| 60 | 5 | 0.3% |
| 160 | 5 | 0.3% |
| Other values (121) | 198 | 13.6% |
| Value | Count | Frequency (%) |
| 0 | 1208 | |
| 16 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| 20 | 1 | 0.1% |
| 23 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 25 | 1 | 0.1% |
| 26 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 30 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1012 | 1 | |
| 584 | 1 | |
| 432 | 1 | |
| 429 | 1 | |
| 368 | 1 | |
| 364 | 1 | |
| 334 | 1 | |
| 324 | 1 | |
| 296 | 1 | |
| 290 | 1 |
3SsnPorch
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7943797 |
| Minimum | 0 |
|---|---|
| Maximum | 360 |
| Zeros | 1446 |
| Zeros (%) | 99.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 360 |
| Range | 360 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 20.207842 |
|---|---|
| Coefficient of variation (CV) | 11.261742 |
| Kurtosis | 170.20011 |
| Mean | 1.7943797 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.524216 |
| Sum | 2618 |
| Variance | 408.35687 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1446 | |
| 153 | 2 | 0.1% |
| 224 | 1 | 0.1% |
| 255 | 1 | 0.1% |
| 225 | 1 | 0.1% |
| 360 | 1 | 0.1% |
| 150 | 1 | 0.1% |
| 174 | 1 | 0.1% |
| 120 | 1 | 0.1% |
| 219 | 1 | 0.1% |
| Other values (3) | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 1446 | |
| 86 | 1 | 0.1% |
| 120 | 1 | 0.1% |
| 150 | 1 | 0.1% |
| 153 | 2 | 0.1% |
| 174 | 1 | 0.1% |
| 176 | 1 | 0.1% |
| 219 | 1 | 0.1% |
| 224 | 1 | 0.1% |
| 225 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 360 | 1 | |
| 323 | 1 | |
| 255 | 1 | |
| 225 | 1 | |
| 224 | 1 | |
| 219 | 1 | |
| 176 | 1 | |
| 174 | 1 | |
| 153 | 2 | |
| 150 | 1 |
ScreenPorch
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 75 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.064428 |
| Minimum | 0 |
|---|---|
| Maximum | 576 |
| Zeros | 1319 |
| Zeros (%) | 90.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 162.2 |
| Maximum | 576 |
| Range | 576 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 56.609763 |
|---|---|
| Coefficient of variation (CV) | 3.3174135 |
| Kurtosis | 17.239542 |
| Mean | 17.064428 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.7882444 |
| Sum | 24897 |
| Variance | 3204.6653 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1319 | |
| 144 | 10 | 0.7% |
| 168 | 7 | 0.5% |
| 216 | 6 | 0.4% |
| 192 | 5 | 0.3% |
| 200 | 5 | 0.3% |
| 120 | 4 | 0.3% |
| 156 | 3 | 0.2% |
| 225 | 3 | 0.2% |
| 100 | 3 | 0.2% |
| Other values (65) | 94 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 1319 | |
| 64 | 1 | 0.1% |
| 84 | 1 | 0.1% |
| 88 | 1 | 0.1% |
| 92 | 2 | 0.1% |
| 94 | 1 | 0.1% |
| 95 | 1 | 0.1% |
| 100 | 3 | 0.2% |
| 104 | 1 | 0.1% |
| 108 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 576 | 1 | |
| 490 | 1 | |
| 348 | 1 | |
| 342 | 1 | |
| 322 | 1 | |
| 288 | 2 | |
| 280 | 1 | |
| 270 | 1 | |
| 266 | 1 | |
| 264 | 1 |
PoolArea
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7443454 |
| Minimum | 0 |
|---|---|
| Maximum | 800 |
| Zeros | 1453 |
| Zeros (%) | 99.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 800 |
| Range | 800 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 30.491646 |
|---|---|
| Coefficient of variation (CV) | 17.48028 |
| Kurtosis | 445.6611 |
| Mean | 1.7443454 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 20.196888 |
| Sum | 2545 |
| Variance | 929.74049 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1453 | |
| 144 | 1 | 0.1% |
| 368 | 1 | 0.1% |
| 444 | 1 | 0.1% |
| 228 | 1 | 0.1% |
| 561 | 1 | 0.1% |
| 800 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1453 | |
| 144 | 1 | 0.1% |
| 228 | 1 | 0.1% |
| 368 | 1 | 0.1% |
| 444 | 1 | 0.1% |
| 561 | 1 | 0.1% |
| 800 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 800 | 1 | 0.1% |
| 561 | 1 | 0.1% |
| 444 | 1 | 0.1% |
| 368 | 1 | 0.1% |
| 228 | 1 | 0.1% |
| 144 | 1 | 0.1% |
| 0 | 1453 |
PoolQC
Text
HIGH CORRELATION  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 1456 |
| Missing (%) | 99.8% |
| Memory size | 11.5 KiB |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 6 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 33.3% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | Ex |
| 3rd row | Gd |
| Value | Count | Frequency (%) |
| ex | 2 | |
| gd | 1 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 2 | |
| x | 2 | |
| G | 1 | |
| d | 1 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 2 | |
| x | 2 | |
| G | 1 | |
| d | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 2 | |
| x | 2 | |
| G | 1 | |
| d | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 2 | |
| x | 2 | |
| G | 1 | |
| d | 1 |
Fence
Categorical
MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 1169 |
| Missing (%) | 80.1% |
| Memory size | 11.5 KiB |
| MnPrv | |
|---|---|
| GdPrv | |
| GdWo | |
| MnWw | 1 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.7965517 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1391 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | MnPrv |
|---|---|
| 2nd row | MnPrv |
| 3rd row | GdPrv |
| 4th row | MnPrv |
| 5th row | GdPrv |
Common Values
| Value | Count | Frequency (%) |
| MnPrv | 172 | 11.8% |
| GdPrv | 59 | 4.0% |
| GdWo | 58 | 4.0% |
| MnWw | 1 | 0.1% |
| (Missing) | 1169 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mnprv | 172 | |
| gdprv | 59 | 20.3% |
| gdwo | 58 | 20.0% |
| mnww | 1 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 231 | |
| r | 231 | |
| v | 231 | |
| M | 173 | |
| n | 173 | |
| G | 117 | |
| d | 117 | |
| W | 59 | 4.2% |
| o | 58 | 4.2% |
| w | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1391 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| P | 231 | |
| r | 231 | |
| v | 231 | |
| M | 173 | |
| n | 173 | |
| G | 117 | |
| d | 117 | |
| W | 59 | 4.2% |
| o | 58 | 4.2% |
| w | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1391 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| P | 231 | |
| r | 231 | |
| v | 231 | |
| M | 173 | |
| n | 173 | |
| G | 117 | |
| d | 117 | |
| W | 59 | 4.2% |
| o | 58 | 4.2% |
| w | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1391 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| P | 231 | |
| r | 231 | |
| v | 231 | |
| M | 173 | |
| n | 173 | |
| G | 117 | |
| d | 117 | |
| W | 59 | 4.2% |
| o | 58 | 4.2% |
| w | 1 | 0.1% |
MiscFeature
Categorical
HIGH CORRELATION  IMBALANCE  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 1408 |
| Missing (%) | 96.5% |
| Memory size | 11.5 KiB |
| Shed | |
|---|---|
| Gar2 | 3 |
| Othr | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 204 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gar2 |
|---|---|
| 2nd row | Shed |
| 3rd row | Shed |
| 4th row | Shed |
| 5th row | Shed |
Common Values
| Value | Count | Frequency (%) |
| Shed | 46 | 3.2% |
| Gar2 | 3 | 0.2% |
| Othr | 2 | 0.1% |
| (Missing) | 1408 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| shed | 46 | |
| gar2 | 3 | 5.9% |
| othr | 2 | 3.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 48 | |
| S | 46 | |
| e | 46 | |
| d | 46 | |
| r | 5 | 2.5% |
| G | 3 | 1.5% |
| a | 3 | 1.5% |
| 2 | 3 | 1.5% |
| O | 2 | 1.0% |
| t | 2 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 204 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| h | 48 | |
| S | 46 | |
| e | 46 | |
| d | 46 | |
| r | 5 | 2.5% |
| G | 3 | 1.5% |
| a | 3 | 1.5% |
| 2 | 3 | 1.5% |
| O | 2 | 1.0% |
| t | 2 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 204 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| h | 48 | |
| S | 46 | |
| e | 46 | |
| d | 46 | |
| r | 5 | 2.5% |
| G | 3 | 1.5% |
| a | 3 | 1.5% |
| 2 | 3 | 1.5% |
| O | 2 | 1.0% |
| t | 2 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 204 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| h | 48 | |
| S | 46 | |
| e | 46 | |
| d | 46 | |
| r | 5 | 2.5% |
| G | 3 | 1.5% |
| a | 3 | 1.5% |
| 2 | 3 | 1.5% |
| O | 2 | 1.0% |
| t | 2 | 1.0% |
MiscVal
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 26 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.167923 |
| Minimum | 0 |
|---|---|
| Maximum | 17000 |
| Zeros | 1408 |
| Zeros (%) | 96.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 17000 |
| Range | 17000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 630.80698 |
|---|---|
| Coefficient of variation (CV) | 10.844585 |
| Kurtosis | 471.51739 |
| Mean | 58.167923 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 20.075188 |
| Sum | 84867 |
| Variance | 397917.44 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1408 | |
| 400 | 7 | 0.5% |
| 500 | 5 | 0.3% |
| 450 | 5 | 0.3% |
| 600 | 4 | 0.3% |
| 650 | 3 | 0.2% |
| 2000 | 3 | 0.2% |
| 1500 | 3 | 0.2% |
| 3000 | 2 | 0.1% |
| 4500 | 2 | 0.1% |
| Other values (16) | 17 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 1408 | |
| 80 | 1 | 0.1% |
| 300 | 1 | 0.1% |
| 400 | 7 | 0.5% |
| 420 | 1 | 0.1% |
| 450 | 5 | 0.3% |
| 455 | 1 | 0.1% |
| 460 | 1 | 0.1% |
| 490 | 1 | 0.1% |
| 500 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 17000 | 1 | 0.1% |
| 12500 | 1 | 0.1% |
| 6500 | 1 | 0.1% |
| 4500 | 2 | |
| 3000 | 2 | |
| 2500 | 1 | 0.1% |
| 2000 | 3 | |
| 1512 | 1 | 0.1% |
| 1500 | 3 | |
| 1200 | 1 | 0.1% |
MoSold
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.1041809 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7224319 |
|---|---|
| Coefficient of variation (CV) | 0.44599463 |
| Kurtosis | -0.5077961 |
| Mean | 6.1041809 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.18302231 |
| Sum | 8906 |
| Variance | 7.4116355 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 250 | |
| 7 | 212 | |
| 5 | 190 | |
| 4 | 138 | |
| 3 | 126 | |
| 8 | 111 | |
| 9 | 95 | 6.5% |
| 10 | 84 | 5.8% |
| 2 | 81 | 5.6% |
| 1 | 64 | 4.4% |
| Other values (2) | 108 |
| Value | Count | Frequency (%) |
| 1 | 64 | 4.4% |
| 2 | 81 | 5.6% |
| 3 | 126 | |
| 4 | 138 | |
| 5 | 190 | |
| 6 | 250 | |
| 7 | 212 | |
| 8 | 111 | |
| 9 | 95 | 6.5% |
| 10 | 84 | 5.8% |
| Value | Count | Frequency (%) |
| 12 | 45 | 3.1% |
| 11 | 63 | 4.3% |
| 10 | 84 | 5.8% |
| 9 | 95 | 6.5% |
| 8 | 111 | |
| 7 | 212 | |
| 6 | 250 | |
| 5 | 190 | |
| 4 | 138 | |
| 3 | 126 |
YrSold
Categorical
HIGH CORRELATION 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2007 | |
|---|---|
| 2008 | |
| 2009 | |
| 2006 | |
| 2010 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5836 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2010 |
|---|---|
| 2nd row | 2010 |
| 3rd row | 2010 |
| 4th row | 2010 |
| 5th row | 2010 |
Common Values
| Value | Count | Frequency (%) |
| 2007 | 363 | |
| 2008 | 318 | |
| 2009 | 309 | |
| 2006 | 305 | |
| 2010 | 164 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2007 | 363 | |
| 2008 | 318 | |
| 2009 | 309 | |
| 2006 | 305 | |
| 2010 | 164 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2918 | |
| 2 | 1459 | |
| 7 | 363 | 6.2% |
| 8 | 318 | 5.4% |
| 9 | 309 | 5.3% |
| 6 | 305 | 5.2% |
| 1 | 164 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2918 | |
| 2 | 1459 | |
| 7 | 363 | 6.2% |
| 8 | 318 | 5.4% |
| 9 | 309 | 5.3% |
| 6 | 305 | 5.2% |
| 1 | 164 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2918 | |
| 2 | 1459 | |
| 7 | 363 | 6.2% |
| 8 | 318 | 5.4% |
| 9 | 309 | 5.3% |
| 6 | 305 | 5.2% |
| 1 | 164 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2918 | |
| 2 | 1459 | |
| 7 | 363 | 6.2% |
| 8 | 318 | 5.4% |
| 9 | 309 | 5.3% |
| 6 | 305 | 5.2% |
| 1 | 164 | 2.8% |
SaleType
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 11.5 KiB |
| WD | |
|---|---|
| New | 117 |
| COD | 44 |
| ConLD | 17 |
| CWD | 8 |
| Other values (4) | 14 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.170096 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3164 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | WD |
|---|---|
| 2nd row | WD |
| 3rd row | WD |
| 4th row | WD |
| 5th row | WD |
Common Values
| Value | Count | Frequency (%) |
| WD | 1258 | |
| New | 117 | 8.0% |
| COD | 44 | 3.0% |
| ConLD | 17 | 1.2% |
| CWD | 8 | 0.5% |
| Oth | 4 | 0.3% |
| ConLI | 4 | 0.3% |
| Con | 3 | 0.2% |
| ConLw | 3 | 0.2% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| wd | 1258 | |
| new | 117 | 8.0% |
| cod | 44 | 3.0% |
| conld | 17 | 1.2% |
| cwd | 8 | 0.5% |
| oth | 4 | 0.3% |
| conli | 4 | 0.3% |
| con | 3 | 0.2% |
| conlw | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| D | 1327 | |
| W | 1266 | |
| w | 120 | 3.8% |
| N | 117 | 3.7% |
| e | 117 | 3.7% |
| C | 79 | 2.5% |
| O | 48 | 1.5% |
| o | 27 | 0.9% |
| n | 27 | 0.9% |
| L | 24 | 0.8% |
| Other values (3) | 12 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3164 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| D | 1327 | |
| W | 1266 | |
| w | 120 | 3.8% |
| N | 117 | 3.7% |
| e | 117 | 3.7% |
| C | 79 | 2.5% |
| O | 48 | 1.5% |
| o | 27 | 0.9% |
| n | 27 | 0.9% |
| L | 24 | 0.8% |
| Other values (3) | 12 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3164 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| D | 1327 | |
| W | 1266 | |
| w | 120 | 3.8% |
| N | 117 | 3.7% |
| e | 117 | 3.7% |
| C | 79 | 2.5% |
| O | 48 | 1.5% |
| o | 27 | 0.9% |
| n | 27 | 0.9% |
| L | 24 | 0.8% |
| Other values (3) | 12 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3164 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| D | 1327 | |
| W | 1266 | |
| w | 120 | 3.8% |
| N | 117 | 3.7% |
| e | 117 | 3.7% |
| C | 79 | 2.5% |
| O | 48 | 1.5% |
| o | 27 | 0.9% |
| n | 27 | 0.9% |
| L | 24 | 0.8% |
| Other values (3) | 12 | 0.4% |
SaleCondition
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Normal | |
|---|---|
| Partial | 120 |
| Abnorml | 89 |
| Family | 26 |
| Alloca | 12 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.148732 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8971 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Normal |
| 3rd row | Normal |
| 4th row | Normal |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Normal | 1204 | |
| Partial | 120 | 8.2% |
| Abnorml | 89 | 6.1% |
| Family | 26 | 1.8% |
| Alloca | 12 | 0.8% |
| AdjLand | 8 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 1204 | |
| partial | 120 | 8.2% |
| abnorml | 89 | 6.1% |
| family | 26 | 1.8% |
| alloca | 12 | 0.8% |
| adjland | 8 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1490 | |
| l | 1463 | |
| r | 1413 | |
| m | 1319 | |
| o | 1305 | |
| N | 1204 | |
| i | 146 | 1.6% |
| P | 120 | 1.3% |
| t | 120 | 1.3% |
| A | 109 | 1.2% |
| Other values (8) | 282 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8971 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1490 | |
| l | 1463 | |
| r | 1413 | |
| m | 1319 | |
| o | 1305 | |
| N | 1204 | |
| i | 146 | 1.6% |
| P | 120 | 1.3% |
| t | 120 | 1.3% |
| A | 109 | 1.2% |
| Other values (8) | 282 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8971 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1490 | |
| l | 1463 | |
| r | 1413 | |
| m | 1319 | |
| o | 1305 | |
| N | 1204 | |
| i | 146 | 1.6% |
| P | 120 | 1.3% |
| t | 120 | 1.3% |
| A | 109 | 1.2% |
| Other values (8) | 282 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8971 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1490 | |
| l | 1463 | |
| r | 1413 | |
| m | 1319 | |
| o | 1305 | |
| N | 1204 | |
| i | 146 | 1.6% |
| P | 120 | 1.3% |
| t | 120 | 1.3% |
| A | 109 | 1.2% |
| Other values (8) | 282 | 3.1% |
| Id | MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Functional | Fireplaces | FireplaceQu | GarageType | GarageYrBlt | GarageFinish | GarageCars | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | YrSold | SaleType | SaleCondition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Id | 1.000 | 0.253 | 0.404 | 0.190 | 0.206 | 0.000 | 0.507 | 0.170 | 0.165 | 0.117 | 0.118 | 0.673 | 0.175 | 0.000 | 0.260 | 0.187 | 0.359 | 0.175 | 0.450 | 0.384 | 0.138 | 0.091 | 0.226 | 0.283 | 0.187 | 0.254 | 0.267 | 0.123 | 0.273 | 0.371 | 0.057 | 0.102 | 0.198 | 0.103 | 0.069 | 0.066 | 0.113 | 0.147 | 0.000 | 0.238 | 0.192 | 0.178 | 0.130 | 0.228 | 0.000 | 0.156 | 0.077 | 0.000 | 0.344 | 0.242 | 0.100 | 0.116 | 0.254 | 0.230 | 0.030 | 0.227 | 0.000 | 0.240 | 0.389 | 0.348 | 0.238 | 0.255 | 0.169 | 0.072 | 0.242 | 0.103 | 0.000 | 0.107 | 0.000 | 0.061 | 0.003 | 1.000 | 0.000 | 0.000 | 0.020 | 0.272 | 0.997 | 0.205 | 0.232 |
| MSSubClass | 0.253 | 1.000 | 0.437 | 0.581 | 0.443 | 0.000 | 0.874 | 0.267 | 0.193 | 0.161 | 0.187 | 0.750 | 0.211 | 0.010 | 0.932 | 0.848 | 0.381 | 0.347 | 0.540 | 0.494 | 0.235 | 0.062 | 0.432 | 0.494 | 0.230 | 0.172 | 0.418 | 0.185 | 0.466 | 0.411 | 0.182 | 0.334 | 0.360 | 0.243 | 0.133 | 0.052 | 0.339 | 0.390 | 0.121 | 0.308 | 0.265 | 0.264 | 0.385 | 0.691 | 0.386 | 0.512 | 0.389 | 0.311 | 0.401 | 0.798 | 0.523 | 0.894 | 0.367 | 0.454 | 0.142 | 0.293 | 0.336 | 0.531 | 0.454 | 0.577 | 0.439 | 0.338 | 0.360 | 0.131 | 0.353 | 0.182 | 0.221 | 0.120 | 0.052 | 0.112 | 0.000 | 0.000 | 0.165 | 0.000 | 0.000 | 0.028 | 0.096 | 0.227 | 0.295 |
| MSZoning | 0.404 | 0.437 | 1.000 | 0.389 | 0.528 | 0.278 | 0.726 | 0.192 | 0.044 | 0.252 | 0.000 | 0.915 | 0.157 | 0.000 | 0.493 | 0.272 | 0.356 | 0.304 | 0.650 | 0.469 | 0.151 | 0.032 | 0.372 | 0.496 | 0.000 | 0.120 | 0.272 | 0.259 | 0.374 | 0.273 | 0.153 | 0.124 | 0.219 | 0.173 | 0.062 | 0.000 | 0.196 | 0.226 | 0.000 | 0.364 | 0.232 | 0.206 | 0.225 | 0.470 | 0.000 | 0.165 | 0.113 | 0.000 | 0.351 | 0.143 | 0.162 | 0.070 | 0.211 | 0.158 | 0.045 | 0.282 | 0.070 | 0.320 | 0.555 | 0.293 | 0.279 | 0.432 | 0.254 | 0.335 | 0.334 | 0.109 | 0.217 | 0.149 | 0.206 | 0.000 | 0.000 | NaN | 0.129 | 0.000 | 0.000 | 0.000 | 0.167 | 0.153 | 0.162 |
| LotFrontage | 0.190 | 0.581 | 0.389 | 1.000 | 0.755 | 0.190 | 0.523 | 0.214 | 0.110 | 0.324 | 0.580 | 0.703 | 0.175 | 0.000 | 0.639 | 0.226 | 0.334 | 0.196 | 0.383 | 0.333 | 0.286 | 0.386 | 0.304 | 0.386 | 0.221 | 0.371 | 0.234 | 0.000 | 0.277 | 0.345 | 0.036 | 0.234 | 0.207 | 0.267 | 0.000 | 0.163 | 0.164 | 0.350 | 0.217 | 0.097 | 0.141 | 0.080 | 0.398 | 0.282 | 0.000 | 0.500 | 0.163 | 0.090 | 0.302 | 0.285 | 0.318 | 0.103 | 0.273 | 0.422 | 0.165 | 0.283 | 0.222 | 0.469 | 0.266 | 0.381 | 0.426 | 0.354 | 0.137 | 0.000 | 0.359 | 0.288 | 0.350 | 0.048 | 0.000 | 0.089 | 0.495 | 0.000 | 0.000 | 0.000 | 0.076 | 0.000 | 0.042 | 0.000 | 0.151 |
| LotArea | 0.206 | 0.443 | 0.528 | 0.755 | 1.000 | 0.138 | 0.199 | 0.315 | 0.285 | 0.320 | 0.453 | 0.576 | 0.141 | 0.205 | 0.616 | 0.178 | 0.478 | 0.287 | 0.345 | 0.274 | 0.256 | 0.218 | 0.434 | 0.276 | 0.077 | 0.590 | 0.207 | 0.119 | 0.164 | 0.227 | 0.000 | 0.225 | 0.074 | 0.532 | 0.000 | 0.000 | 0.187 | 0.589 | 0.190 | 0.083 | 0.115 | 0.045 | 0.665 | 0.354 | 0.000 | 0.631 | 0.110 | 0.000 | 0.290 | 0.130 | 0.293 | 0.000 | 0.250 | 0.674 | 0.348 | 0.404 | 0.107 | 0.350 | 0.235 | 0.233 | 0.302 | 0.472 | 0.220 | 0.078 | 0.259 | 0.291 | 0.536 | 0.382 | 0.000 | 0.353 | 0.557 | 0.000 | 0.000 | 0.000 | 0.524 | 0.178 | 0.086 | 0.000 | 0.183 |
| Street | 0.000 | 0.000 | 0.278 | 0.190 | 0.138 | 1.000 | NaN | 0.000 | 0.137 | 0.000 | 0.000 | 0.276 | 0.189 | 0.000 | 0.000 | 0.000 | 0.197 | 0.027 | 0.161 | 0.123 | 0.000 | 0.000 | 0.067 | 0.000 | 0.188 | 0.000 | 0.251 | 0.092 | 0.240 | 0.168 | 0.146 | 0.000 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.087 | 0.059 | 0.000 | 0.000 | 0.047 | 0.000 | 0.101 | 0.000 | 0.000 | 0.039 | 0.000 | 0.077 | 0.000 | 0.104 | 0.000 | 0.054 | 0.000 | 0.000 | 0.048 | 0.071 | 0.014 | 0.000 | 0.000 | 0.000 | 0.026 | 0.110 | 0.000 | 0.000 | 0.091 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 0.060 | 0.313 |
| Alley | 0.507 | 0.874 | 0.726 | 0.523 | 0.199 | NaN | 1.000 | 0.276 | 0.026 | 0.000 | 0.000 | 0.993 | 0.094 | NaN | 0.576 | 0.471 | 0.747 | 0.720 | 0.947 | 0.678 | 0.000 | 0.000 | 0.438 | 0.525 | 0.000 | 0.531 | 0.854 | 0.264 | 0.511 | 0.930 | 0.196 | 0.000 | 0.782 | 0.208 | 0.000 | 0.000 | 0.461 | 0.415 | 0.000 | 0.313 | 0.353 | 0.417 | 0.196 | 0.243 | 0.000 | 0.220 | 0.431 | 0.000 | 0.255 | 0.643 | 0.364 | 0.000 | 0.661 | 0.092 | 0.000 | 0.000 | 0.000 | 0.365 | 0.873 | 0.297 | 0.315 | 0.419 | 0.358 | 0.203 | 0.224 | 0.000 | 0.394 | 0.246 | 0.000 | 0.000 | NaN | NaN | 0.000 | 0.000 | 0.000 | 0.249 | 0.112 | 0.286 | 0.255 |
| LotShape | 0.170 | 0.267 | 0.192 | 0.214 | 0.315 | 0.000 | 0.276 | 1.000 | 0.271 | 0.260 | 0.037 | 0.486 | 0.150 | 0.091 | 0.117 | 0.183 | 0.298 | 0.167 | 0.360 | 0.305 | 0.000 | 0.000 | 0.214 | 0.216 | 0.047 | 0.172 | 0.364 | 0.056 | 0.234 | 0.458 | 0.105 | 0.328 | 0.173 | 0.153 | 0.000 | 0.000 | 0.062 | 0.165 | 0.000 | 0.122 | 0.195 | 0.235 | 0.159 | 0.271 | 0.000 | 0.211 | 0.112 | 0.021 | 0.180 | 0.128 | 0.156 | 0.058 | 0.327 | 0.150 | 0.000 | 0.148 | 0.000 | 0.282 | 0.218 | 0.226 | 0.263 | 0.253 | 0.143 | 0.041 | 0.142 | 0.121 | 0.051 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.210 | 0.637 | 0.095 | 0.067 | 0.000 | 0.103 | 0.117 |
| LandContour | 0.165 | 0.193 | 0.044 | 0.110 | 0.285 | 0.137 | 0.026 | 0.271 | 1.000 | 0.000 | 0.410 | 0.611 | 0.100 | 0.115 | 0.093 | 0.123 | 0.283 | 0.136 | 0.231 | 0.188 | 0.177 | 0.359 | 0.227 | 0.199 | 0.111 | 0.175 | 0.354 | 0.099 | 0.143 | 0.375 | 0.129 | 0.460 | 0.146 | 0.203 | 0.110 | 0.124 | 0.000 | 0.174 | 0.205 | 0.114 | 0.190 | 0.157 | 0.162 | 0.072 | 0.156 | 0.131 | 0.134 | 0.099 | 0.108 | 0.000 | 0.141 | 0.000 | 0.333 | 0.201 | 0.189 | 0.188 | 0.097 | 0.091 | 0.157 | 0.136 | 0.115 | 0.101 | 0.135 | 0.064 | 0.041 | 0.228 | 0.073 | 0.000 | 0.242 | 0.160 | 0.198 | 0.000 | 0.000 | 0.000 | 0.090 | 0.000 | 0.000 | 0.046 | 0.124 |
| LotConfig | 0.117 | 0.161 | 0.252 | 0.324 | 0.320 | 0.000 | 0.000 | 0.260 | 0.000 | 1.000 | 0.000 | 0.368 | 0.195 | 0.094 | 0.244 | 0.075 | 0.093 | 0.000 | 0.271 | 0.225 | 0.000 | 0.000 | 0.066 | 0.361 | 0.070 | 0.051 | 0.022 | 0.077 | 0.000 | 0.125 | 0.026 | 0.101 | 0.100 | 0.075 | 0.048 | 0.084 | 0.118 | 0.066 | 0.000 | 0.042 | 0.052 | 0.000 | 0.062 | 0.000 | 0.000 | 0.037 | 0.034 | 0.072 | 0.232 | 0.086 | 0.170 | 0.049 | 0.000 | 0.135 | 0.000 | 0.134 | 0.121 | 0.082 | 0.169 | 0.102 | 0.092 | 0.155 | 0.000 | 0.000 | 0.053 | 0.104 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 1.000 | 0.018 | 0.000 | 0.000 | 0.069 | 0.000 | 0.000 | 0.000 |
| LandSlope | 0.118 | 0.187 | 0.000 | 0.580 | 0.453 | 0.000 | 0.000 | 0.037 | 0.410 | 0.000 | 1.000 | 0.375 | 0.000 | 0.000 | 0.076 | 0.061 | 0.121 | 0.000 | 0.110 | 0.045 | 0.505 | 0.424 | 0.088 | 0.089 | 0.295 | 0.365 | 0.045 | 0.087 | 0.000 | 0.052 | 0.027 | 0.197 | 0.173 | 0.153 | 0.231 | 0.211 | 0.088 | 0.066 | 0.149 | 0.055 | 0.019 | 0.000 | 0.081 | 0.000 | 0.000 | 0.000 | 0.099 | 0.169 | 0.297 | 0.000 | 0.409 | 0.000 | 0.046 | 0.041 | 0.051 | 0.130 | 0.058 | 0.170 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.260 | 0.000 | 0.000 | 0.049 | 0.133 | 0.094 | 0.000 | 0.000 | 0.338 | 0.000 | 0.025 | 0.051 | 0.000 | 0.034 |
| Neighborhood | 0.673 | 0.750 | 0.915 | 0.703 | 0.576 | 0.276 | 0.993 | 0.486 | 0.611 | 0.368 | 0.375 | 1.000 | 0.457 | 0.275 | 0.756 | 0.589 | 0.720 | 0.524 | 0.833 | 0.783 | 0.439 | 0.375 | 0.722 | 0.799 | 0.468 | 0.520 | 0.747 | 0.360 | 0.722 | 0.798 | 0.300 | 0.475 | 0.606 | 0.452 | 0.349 | 0.340 | 0.429 | 0.526 | 0.000 | 0.606 | 0.422 | 0.338 | 0.530 | 0.613 | 0.000 | 0.525 | 0.342 | 0.312 | 0.636 | 0.546 | 0.427 | 0.208 | 0.696 | 0.429 | 0.138 | 0.560 | 0.592 | 0.627 | 0.802 | 0.706 | 0.668 | 0.621 | 0.420 | 0.297 | 0.619 | 0.365 | 0.298 | 0.268 | 0.275 | 0.151 | 0.191 | 1.000 | 0.334 | 0.000 | 0.000 | 0.155 | 0.177 | 0.344 | 0.410 |
| Condition1 | 0.175 | 0.211 | 0.157 | 0.175 | 0.141 | 0.189 | 0.094 | 0.150 | 0.100 | 0.195 | 0.000 | 0.457 | 1.000 | 0.559 | 0.125 | 0.089 | 0.233 | 0.089 | 0.197 | 0.159 | 0.000 | 0.064 | 0.198 | 0.111 | 0.444 | 0.059 | 0.224 | 0.098 | 0.142 | 0.223 | 0.147 | 0.117 | 0.137 | 0.094 | 0.089 | 0.000 | 0.077 | 0.141 | 0.000 | 0.047 | 0.166 | 0.156 | 0.108 | 0.069 | 0.000 | 0.162 | 0.000 | 0.000 | 0.158 | 0.224 | 0.100 | 0.000 | 0.168 | 0.087 | 0.000 | 0.142 | 0.138 | 0.159 | 0.177 | 0.292 | 0.138 | 0.131 | 0.000 | 0.000 | 0.290 | 0.057 | 0.000 | 0.078 | 0.000 | 0.247 | 0.024 | NaN | 0.000 | 0.000 | 0.000 | 0.060 | 0.058 | 0.136 | 0.133 |
| Condition2 | 0.000 | 0.010 | 0.000 | 0.000 | 0.205 | 0.000 | NaN | 0.091 | 0.115 | 0.094 | 0.000 | 0.275 | 0.559 | 1.000 | 0.000 | 0.000 | 0.527 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.204 | 0.000 | 0.000 | 0.129 | 0.000 | 0.116 | 0.000 | 0.299 | 0.000 | 0.000 | 0.166 | 0.250 | 0.000 | 0.000 | 0.000 | 0.000 | 0.191 | 0.000 | 0.000 | 0.000 | 0.067 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.143 | 0.039 | 0.000 | 0.045 | 0.000 | 0.022 | 0.088 | 0.078 | 0.073 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.000 | 0.075 |
| BldgType | 0.260 | 0.932 | 0.493 | 0.639 | 0.616 | 0.000 | 0.576 | 0.117 | 0.093 | 0.244 | 0.076 | 0.756 | 0.125 | 0.000 | 1.000 | 0.241 | 0.334 | 0.162 | 0.489 | 0.472 | 0.068 | 0.040 | 0.346 | 0.526 | 0.117 | 0.169 | 0.224 | 0.274 | 0.237 | 0.189 | 0.092 | 0.088 | 0.181 | 0.089 | 0.033 | 0.000 | 0.358 | 0.195 | 0.115 | 0.296 | 0.204 | 0.170 | 0.202 | 0.401 | 0.000 | 0.156 | 0.272 | 0.078 | 0.415 | 0.323 | 0.459 | 0.662 | 0.196 | 0.489 | 0.106 | 0.290 | 0.052 | 0.194 | 0.367 | 0.209 | 0.296 | 0.390 | 0.031 | 0.104 | 0.157 | 0.072 | 0.103 | 0.111 | 0.059 | 0.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.112 | 0.211 |
| HouseStyle | 0.187 | 0.848 | 0.272 | 0.226 | 0.178 | 0.000 | 0.471 | 0.183 | 0.123 | 0.075 | 0.061 | 0.589 | 0.089 | 0.000 | 0.241 | 1.000 | 0.310 | 0.243 | 0.509 | 0.417 | 0.184 | 0.000 | 0.364 | 0.385 | 0.226 | 0.165 | 0.284 | 0.093 | 0.345 | 0.333 | 0.123 | 0.340 | 0.260 | 0.345 | 0.125 | 0.107 | 0.338 | 0.498 | 0.000 | 0.190 | 0.137 | 0.228 | 0.492 | 0.705 | 0.242 | 0.383 | 0.257 | 0.203 | 0.280 | 0.562 | 0.525 | 0.151 | 0.236 | 0.416 | 0.179 | 0.160 | 0.305 | 0.404 | 0.369 | 0.335 | 0.239 | 0.218 | 0.214 | 0.117 | 0.244 | 0.240 | 0.099 | 0.182 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.000 | 0.045 | 0.057 | 0.125 | 0.123 |
| OverallQual | 0.359 | 0.381 | 0.356 | 0.334 | 0.478 | 0.197 | 0.747 | 0.298 | 0.283 | 0.093 | 0.121 | 0.720 | 0.233 | 0.527 | 0.334 | 0.310 | 1.000 | 0.452 | 0.671 | 0.611 | 0.303 | 0.007 | 0.636 | 0.543 | 0.255 | 0.590 | 0.796 | 0.589 | 0.498 | 0.691 | 0.205 | 0.379 | 0.463 | 0.461 | 0.104 | 0.000 | 0.310 | 0.537 | 0.466 | 0.702 | 0.518 | 0.327 | 0.497 | 0.475 | 0.116 | 0.516 | 0.261 | 0.000 | 0.588 | 0.352 | 0.243 | 0.142 | 0.750 | 0.503 | 0.279 | 0.471 | 0.301 | 0.386 | 0.666 | 0.540 | 0.589 | 0.676 | 0.328 | 0.491 | 0.485 | 0.273 | 0.251 | 0.082 | 0.000 | 0.120 | 0.259 | 1.000 | 0.060 | 0.000 | 0.211 | 0.139 | 0.084 | 0.363 | 0.321 |
| OverallCond | 0.175 | 0.347 | 0.304 | 0.196 | 0.287 | 0.027 | 0.720 | 0.167 | 0.136 | 0.000 | 0.000 | 0.524 | 0.089 | 0.000 | 0.162 | 0.243 | 0.452 | 1.000 | 0.515 | 0.366 | 0.236 | 0.051 | 0.418 | 0.418 | 0.257 | 0.140 | 0.457 | 0.526 | 0.472 | 0.489 | 0.233 | 0.184 | 0.357 | 0.142 | 0.083 | 0.112 | 0.170 | 0.232 | 0.180 | 0.296 | 0.297 | 0.227 | 0.207 | 0.217 | 0.131 | 0.328 | 0.086 | 0.126 | 0.379 | 0.359 | 0.034 | 0.129 | 0.351 | 0.153 | 0.481 | 0.202 | 0.162 | 0.347 | 0.487 | 0.561 | 0.394 | 0.311 | 0.207 | 0.333 | 0.546 | 0.141 | 0.164 | 0.145 | 0.177 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.057 | 0.061 | 0.271 | 0.272 |
| YearBuilt | 0.450 | 0.540 | 0.650 | 0.383 | 0.345 | 0.161 | 0.947 | 0.360 | 0.231 | 0.271 | 0.110 | 0.833 | 0.197 | 0.000 | 0.489 | 0.509 | 0.671 | 0.515 | 1.000 | 0.895 | 0.249 | 0.125 | 0.655 | 0.683 | 0.374 | 0.304 | 0.653 | 0.390 | 0.733 | 0.730 | 0.287 | 0.310 | 0.580 | 0.324 | 0.271 | 0.167 | 0.439 | 0.349 | 0.167 | 0.662 | 0.512 | 0.397 | 0.308 | 0.539 | 0.186 | 0.329 | 0.234 | 0.205 | 0.625 | 0.378 | 0.159 | 0.157 | 0.589 | 0.338 | 0.208 | 0.396 | 0.583 | 0.511 | 0.939 | 0.614 | 0.517 | 0.553 | 0.419 | 0.371 | 0.562 | 0.258 | 0.201 | 0.309 | 0.000 | 0.019 | 0.000 | 1.000 | 0.270 | 0.000 | 0.000 | 0.000 | 0.000 | 0.354 | 0.372 |
| YearRemodAdd | 0.384 | 0.494 | 0.469 | 0.333 | 0.274 | 0.123 | 0.678 | 0.305 | 0.188 | 0.225 | 0.045 | 0.783 | 0.159 | 0.000 | 0.472 | 0.417 | 0.611 | 0.366 | 0.895 | 1.000 | 0.222 | 0.160 | 0.616 | 0.648 | 0.469 | 0.293 | 0.614 | 0.277 | 0.568 | 0.605 | 0.190 | 0.285 | 0.485 | 0.283 | 0.261 | 0.164 | 0.379 | 0.292 | 0.038 | 0.649 | 0.495 | 0.380 | 0.285 | 0.445 | 0.060 | 0.299 | 0.202 | 0.231 | 0.551 | 0.343 | 0.181 | 0.225 | 0.611 | 0.295 | 0.137 | 0.325 | 0.677 | 0.395 | 0.822 | 0.500 | 0.426 | 0.481 | 0.298 | 0.270 | 0.412 | 0.262 | 0.167 | 0.234 | 0.083 | 0.143 | 0.121 | 1.000 | 0.190 | 0.498 | 0.000 | 0.068 | 0.088 | 0.390 | 0.427 |
| RoofStyle | 0.138 | 0.235 | 0.151 | 0.286 | 0.256 | 0.000 | 0.000 | 0.000 | 0.177 | 0.000 | 0.505 | 0.439 | 0.000 | 0.044 | 0.068 | 0.184 | 0.303 | 0.236 | 0.249 | 0.222 | 1.000 | 0.735 | 0.218 | 0.344 | 0.000 | 0.328 | 0.272 | 0.000 | 0.266 | 0.338 | 0.157 | 0.202 | 0.210 | 0.206 | 0.207 | 0.149 | 0.083 | 0.252 | 0.249 | 0.054 | 0.205 | 0.000 | 0.263 | 0.300 | 0.125 | 0.226 | 0.191 | 0.414 | 0.244 | 0.243 | 0.305 | 0.401 | 0.281 | 0.095 | 0.034 | 0.139 | 0.118 | 0.336 | 0.085 | 0.298 | 0.343 | 0.306 | 0.123 | 0.170 | 0.269 | 0.179 | 0.000 | 0.000 | 0.000 | 0.092 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.084 | 0.000 | 0.043 | 0.226 |
| RoofMatl | 0.091 | 0.062 | 0.032 | 0.386 | 0.218 | 0.000 | 0.000 | 0.000 | 0.359 | 0.000 | 0.424 | 0.375 | 0.064 | 0.000 | 0.040 | 0.000 | 0.007 | 0.051 | 0.125 | 0.160 | 0.735 | 1.000 | 0.152 | 0.244 | 0.000 | 0.031 | 0.074 | 0.000 | 0.000 | 0.000 | 0.156 | 0.200 | 0.104 | 0.000 | 0.239 | 0.274 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.127 | 0.000 | 0.085 | 0.290 | 0.147 | 0.394 | 0.052 | 0.549 | 0.150 | 0.067 | 0.000 | 0.056 | 0.171 | 0.076 | 0.163 | 0.000 | 0.044 | 0.154 | 0.282 | 0.000 | 0.127 | 0.000 | 0.326 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 0.275 | 0.239 | 0.056 | 0.000 | 0.000 | 0.078 |
| Exterior1st | 0.226 | 0.432 | 0.372 | 0.304 | 0.434 | 0.067 | 0.438 | 0.214 | 0.227 | 0.066 | 0.088 | 0.722 | 0.198 | 0.000 | 0.346 | 0.364 | 0.636 | 0.418 | 0.655 | 0.616 | 0.218 | 0.152 | 1.000 | 0.958 | 0.409 | 0.107 | 0.579 | 0.294 | 0.554 | 0.673 | 0.297 | 0.305 | 0.543 | 0.253 | 0.233 | 0.150 | 0.212 | 0.279 | 0.345 | 0.453 | 0.342 | 0.365 | 0.241 | 0.250 | 0.139 | 0.265 | 0.074 | 0.239 | 0.353 | 0.322 | 0.125 | 0.249 | 0.495 | 0.187 | 0.326 | 0.257 | 0.353 | 0.455 | 0.624 | 0.577 | 0.400 | 0.340 | 0.412 | 0.251 | 0.416 | 0.185 | 0.061 | 0.198 | 0.000 | 0.000 | 0.149 | 0.000 | 0.000 | 0.000 | 0.000 | 0.033 | 0.000 | 0.222 | 0.366 |
| Exterior2nd | 0.283 | 0.494 | 0.496 | 0.386 | 0.276 | 0.000 | 0.525 | 0.216 | 0.199 | 0.361 | 0.089 | 0.799 | 0.111 | 0.000 | 0.526 | 0.385 | 0.543 | 0.418 | 0.683 | 0.648 | 0.344 | 0.244 | 0.958 | 1.000 | 0.323 | 0.141 | 0.573 | 0.238 | 0.590 | 0.551 | 0.243 | 0.246 | 0.442 | 0.240 | 0.246 | 0.301 | 0.231 | 0.285 | 0.630 | 0.547 | 0.330 | 0.408 | 0.245 | 0.391 | 0.108 | 0.302 | 0.064 | 0.261 | 0.444 | 0.370 | 0.174 | 0.341 | 0.484 | 0.231 | 0.194 | 0.310 | 0.346 | 0.383 | 0.656 | 0.478 | 0.415 | 0.367 | 0.257 | 0.265 | 0.447 | 0.182 | 0.052 | 0.207 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.065 | 0.000 | 0.270 | 0.374 |
| MasVnrType | 0.187 | 0.230 | 0.000 | 0.221 | 0.077 | 0.188 | 0.000 | 0.047 | 0.111 | 0.070 | 0.295 | 0.468 | 0.444 | 0.000 | 0.117 | 0.226 | 0.255 | 0.257 | 0.374 | 0.469 | 0.000 | 0.000 | 0.409 | 0.323 | 1.000 | 0.000 | 0.170 | 0.000 | 0.305 | 0.173 | 0.000 | 0.029 | 0.271 | 0.251 | 0.050 | 0.055 | 0.132 | 0.308 | NaN | 0.090 | 0.135 | 0.404 | 0.299 | 0.000 | NaN | 0.213 | 0.000 | 0.000 | 0.068 | 0.176 | 0.088 | 0.263 | 0.264 | 0.079 | 0.000 | 0.042 | 0.319 | 0.000 | 0.232 | 0.225 | 0.252 | 0.299 | 0.000 | 0.000 | 0.532 | 0.000 | 0.120 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.332 | 0.391 | 0.000 | 0.000 | 0.026 | 0.247 | 0.426 |
| MasVnrArea | 0.254 | 0.172 | 0.120 | 0.371 | 0.590 | 0.000 | 0.531 | 0.172 | 0.175 | 0.051 | 0.365 | 0.520 | 0.059 | 0.000 | 0.169 | 0.165 | 0.590 | 0.140 | 0.304 | 0.293 | 0.328 | 0.031 | 0.107 | 0.141 | 0.000 | 1.000 | 0.453 | 0.000 | 0.191 | 0.408 | 0.057 | 0.270 | 0.222 | 0.526 | 0.000 | 0.178 | 0.209 | 0.596 | 0.000 | 0.234 | 0.179 | 0.042 | 0.552 | 0.297 | 0.000 | 0.518 | 0.233 | 0.037 | 0.333 | 0.241 | 0.101 | 0.000 | 0.403 | 0.580 | 0.000 | 0.415 | 0.226 | 0.210 | 0.238 | 0.334 | 0.351 | 0.517 | 0.156 | 0.000 | 0.197 | 0.232 | 0.417 | 0.050 | 0.000 | 0.102 | 0.122 | 1.000 | 0.000 | 0.000 | 0.436 | 0.136 | 0.101 | 0.000 | 0.120 |
| ExterQual | 0.267 | 0.418 | 0.272 | 0.234 | 0.207 | 0.251 | 0.854 | 0.364 | 0.354 | 0.022 | 0.045 | 0.747 | 0.224 | 0.204 | 0.224 | 0.284 | 0.796 | 0.457 | 0.653 | 0.614 | 0.272 | 0.074 | 0.579 | 0.573 | 0.170 | 0.453 | 1.000 | 0.336 | 0.538 | 0.827 | 0.409 | 0.512 | 0.464 | 0.375 | 0.111 | 0.000 | 0.255 | 0.456 | 0.220 | 0.411 | 0.480 | 0.339 | 0.401 | 0.315 | 0.094 | 0.396 | 0.301 | 0.056 | 0.363 | 0.199 | 0.092 | 0.119 | 0.880 | 0.272 | 0.134 | 0.214 | 0.284 | 0.335 | 0.493 | 0.373 | 0.520 | 0.548 | 0.334 | 0.162 | 0.210 | 0.245 | 0.220 | 0.148 | 0.109 | 0.080 | 0.081 | 0.000 | 0.134 | 0.073 | 0.083 | 0.026 | 0.000 | 0.405 | 0.360 |
| ExterCond | 0.123 | 0.185 | 0.259 | 0.000 | 0.119 | 0.092 | 0.264 | 0.056 | 0.099 | 0.077 | 0.087 | 0.360 | 0.098 | 0.000 | 0.274 | 0.093 | 0.589 | 0.526 | 0.390 | 0.277 | 0.000 | 0.000 | 0.294 | 0.238 | 0.000 | 0.000 | 0.336 | 1.000 | 0.192 | 0.155 | 0.175 | 0.070 | 0.094 | 0.000 | 0.100 | 0.129 | 0.159 | 0.086 | 0.350 | 0.610 | 0.226 | 0.135 | 0.000 | 0.168 | 0.000 | 0.055 | 0.055 | 0.080 | 0.452 | 0.188 | 0.000 | 0.095 | 0.137 | 0.083 | 0.121 | 0.246 | 0.000 | 0.115 | 0.307 | 0.142 | 0.179 | 0.151 | 0.134 | 0.426 | 0.249 | 0.156 | 0.086 | 0.209 | 0.126 | 0.000 | 0.075 | 0.000 | 0.000 | 0.000 | 0.000 | 0.132 | 0.054 | 0.111 | 0.102 |
| Foundation | 0.273 | 0.466 | 0.374 | 0.277 | 0.164 | 0.240 | 0.511 | 0.234 | 0.143 | 0.000 | 0.000 | 0.722 | 0.142 | 0.000 | 0.237 | 0.345 | 0.498 | 0.472 | 0.733 | 0.568 | 0.266 | 0.000 | 0.554 | 0.590 | 0.305 | 0.191 | 0.538 | 0.192 | 1.000 | 0.494 | 0.183 | 0.174 | 0.413 | 0.261 | 0.150 | 0.087 | 0.319 | 0.400 | 0.256 | 0.406 | 0.453 | 0.247 | 0.246 | 0.319 | 0.165 | 0.370 | 0.205 | 0.188 | 0.364 | 0.456 | 0.112 | 0.333 | 0.487 | 0.245 | 0.182 | 0.174 | 0.260 | 0.588 | 0.614 | 0.707 | 0.573 | 0.382 | 0.348 | 0.186 | 0.535 | 0.153 | 0.192 | 0.172 | 0.000 | 0.150 | 0.000 | 0.000 | 0.305 | 0.000 | 0.000 | 0.000 | 0.000 | 0.284 | 0.408 |
| BsmtQual | 0.371 | 0.411 | 0.273 | 0.345 | 0.227 | 0.168 | 0.930 | 0.458 | 0.375 | 0.125 | 0.052 | 0.798 | 0.223 | 0.129 | 0.189 | 0.333 | 0.691 | 0.489 | 0.730 | 0.605 | 0.338 | 0.000 | 0.673 | 0.551 | 0.173 | 0.408 | 0.827 | 0.155 | 0.494 | 1.000 | 0.387 | 0.587 | 0.524 | 0.387 | 0.124 | 0.065 | 0.250 | 0.427 | 0.017 | 0.334 | 0.409 | 0.380 | 0.411 | 0.420 | 0.000 | 0.567 | 0.389 | 0.040 | 0.379 | 0.208 | 0.138 | 0.075 | 0.820 | 0.301 | 0.113 | 0.234 | 0.221 | 0.441 | 0.511 | 0.427 | 0.574 | 0.554 | 0.340 | 0.159 | 0.283 | 0.258 | 0.195 | 0.187 | 0.000 | 0.001 | 0.000 | 0.000 | 0.121 | 0.000 | 0.029 | 0.000 | 0.012 | 0.363 | 0.318 |
| BsmtCond | 0.057 | 0.182 | 0.153 | 0.036 | 0.000 | 0.146 | 0.196 | 0.105 | 0.129 | 0.026 | 0.027 | 0.300 | 0.147 | 0.000 | 0.092 | 0.123 | 0.205 | 0.233 | 0.287 | 0.190 | 0.157 | 0.156 | 0.297 | 0.243 | 0.000 | 0.057 | 0.409 | 0.175 | 0.183 | 0.387 | 1.000 | 0.160 | 0.200 | 0.068 | 0.045 | 0.000 | 0.095 | 0.056 | 0.000 | 0.155 | 0.307 | 0.200 | 0.047 | 0.134 | 0.116 | 0.000 | 0.233 | 0.000 | 0.086 | 0.031 | 0.066 | 0.030 | 0.270 | 0.000 | 0.130 | 0.000 | 0.000 | 0.137 | 0.179 | 0.111 | 0.169 | 0.191 | 0.308 | 0.103 | 0.175 | 0.032 | 0.000 | 0.166 | 0.514 | 0.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 0.131 |
| BsmtExposure | 0.102 | 0.334 | 0.124 | 0.234 | 0.225 | 0.000 | 0.000 | 0.328 | 0.460 | 0.101 | 0.197 | 0.475 | 0.117 | 0.116 | 0.088 | 0.340 | 0.379 | 0.184 | 0.310 | 0.285 | 0.202 | 0.200 | 0.305 | 0.246 | 0.029 | 0.270 | 0.512 | 0.070 | 0.174 | 0.587 | 0.160 | 1.000 | 0.332 | 0.367 | 0.065 | 0.078 | 0.182 | 0.308 | 0.080 | 0.106 | 0.151 | 0.161 | 0.331 | 0.253 | 0.000 | 0.246 | 0.441 | 0.088 | 0.114 | 0.012 | 0.152 | 0.044 | 0.469 | 0.167 | 0.057 | 0.176 | 0.163 | 0.254 | 0.196 | 0.239 | 0.295 | 0.296 | 0.156 | 0.000 | 0.105 | 0.222 | 0.105 | 0.087 | 0.087 | 0.129 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.129 | 0.136 |
| BsmtFinType1 | 0.198 | 0.360 | 0.219 | 0.207 | 0.074 | 0.066 | 0.782 | 0.173 | 0.146 | 0.100 | 0.173 | 0.606 | 0.137 | 0.000 | 0.181 | 0.260 | 0.463 | 0.357 | 0.580 | 0.485 | 0.210 | 0.104 | 0.543 | 0.442 | 0.271 | 0.222 | 0.464 | 0.094 | 0.413 | 0.524 | 0.200 | 0.332 | 1.000 | 0.500 | 0.513 | 0.330 | 0.485 | 0.235 | 0.100 | 0.288 | 0.282 | 0.180 | 0.357 | 0.242 | 0.080 | 0.218 | 0.499 | 0.205 | 0.301 | 0.204 | 0.151 | 0.186 | 0.417 | 0.188 | 0.087 | 0.193 | 0.175 | 0.398 | 0.444 | 0.562 | 0.518 | 0.325 | 0.207 | 0.118 | 0.465 | 0.206 | 0.125 | 0.152 | 0.000 | 0.100 | 0.000 | 1.000 | 0.108 | 0.000 | 0.018 | 0.058 | 0.024 | 0.237 | 0.295 |
| BsmtFinSF1 | 0.103 | 0.243 | 0.173 | 0.267 | 0.532 | 0.000 | 0.208 | 0.153 | 0.203 | 0.075 | 0.153 | 0.452 | 0.094 | 0.299 | 0.089 | 0.345 | 0.461 | 0.142 | 0.324 | 0.283 | 0.206 | 0.000 | 0.253 | 0.240 | 0.251 | 0.526 | 0.375 | 0.000 | 0.261 | 0.387 | 0.068 | 0.367 | 0.500 | 1.000 | 0.056 | 0.000 | 0.387 | 0.900 | 0.000 | 0.121 | 0.147 | 0.099 | 0.899 | 0.224 | 0.000 | 0.670 | 0.505 | 0.179 | 0.166 | 0.000 | 0.159 | 0.086 | 0.354 | 0.660 | 0.083 | 0.266 | 0.256 | 0.215 | 0.239 | 0.274 | 0.296 | 0.445 | 0.191 | 0.027 | 0.226 | 0.345 | 0.645 | 0.000 | 0.205 | 0.133 | 0.459 | 1.000 | 0.000 | 0.000 | 0.636 | 0.000 | 0.000 | 0.114 | 0.149 |
| BsmtFinType2 | 0.069 | 0.133 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.110 | 0.048 | 0.231 | 0.349 | 0.089 | 0.000 | 0.033 | 0.125 | 0.104 | 0.083 | 0.271 | 0.261 | 0.207 | 0.239 | 0.233 | 0.246 | 0.050 | 0.000 | 0.111 | 0.100 | 0.150 | 0.124 | 0.045 | 0.065 | 0.513 | 0.056 | 1.000 | 0.722 | 0.270 | 0.000 | 0.000 | 0.117 | 0.056 | 0.000 | 0.035 | 0.097 | 0.000 | 0.099 | 0.170 | 0.277 | 0.191 | 0.143 | 0.227 | 0.233 | 0.099 | 0.070 | 0.057 | 0.142 | 0.196 | 0.041 | 0.167 | 0.138 | 0.143 | 0.000 | 0.000 | 0.000 | 0.063 | 0.200 | 0.000 | 0.058 | 0.066 | 0.119 | 0.208 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 | 0.028 |
| BsmtFinSF2 | 0.066 | 0.052 | 0.000 | 0.163 | 0.000 | 0.000 | 0.000 | 0.000 | 0.124 | 0.084 | 0.211 | 0.340 | 0.000 | 0.000 | 0.000 | 0.107 | 0.000 | 0.112 | 0.167 | 0.164 | 0.149 | 0.274 | 0.150 | 0.301 | 0.055 | 0.178 | 0.000 | 0.129 | 0.087 | 0.065 | 0.000 | 0.078 | 0.330 | 0.000 | 0.722 | 1.000 | 0.197 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.126 | 0.215 | 0.000 | 0.398 | 0.169 | 0.331 | 0.240 | 0.013 | 0.229 | 0.212 | 0.049 | 0.084 | 0.044 | 0.230 | 0.165 | 0.000 | 0.126 | 0.000 | 0.169 | 0.054 | 0.000 | 0.000 | 0.000 | 0.504 | 0.000 | 0.268 | 0.000 | 0.077 | 0.166 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| BsmtUnfSF | 0.113 | 0.339 | 0.196 | 0.164 | 0.187 | 0.000 | 0.461 | 0.062 | 0.000 | 0.118 | 0.088 | 0.429 | 0.077 | 0.166 | 0.358 | 0.338 | 0.310 | 0.170 | 0.439 | 0.379 | 0.083 | 0.000 | 0.212 | 0.231 | 0.132 | 0.209 | 0.255 | 0.159 | 0.319 | 0.250 | 0.095 | 0.182 | 0.485 | 0.387 | 0.270 | 0.197 | 1.000 | 0.528 | 0.000 | 0.233 | 0.123 | 0.051 | 0.452 | 0.299 | 0.126 | 0.269 | 0.364 | 0.093 | 0.334 | 0.109 | 0.213 | 0.262 | 0.236 | 0.331 | 0.000 | 0.043 | 0.211 | 0.173 | 0.367 | 0.225 | 0.264 | 0.312 | 0.114 | 0.000 | 0.221 | 0.035 | 0.097 | 0.113 | 0.000 | 0.000 | 0.000 | NaN | 0.048 | 0.000 | 0.000 | 0.146 | 0.000 | 0.205 | 0.230 |
| TotalBsmtSF | 0.147 | 0.390 | 0.226 | 0.350 | 0.589 | 0.024 | 0.415 | 0.165 | 0.174 | 0.066 | 0.066 | 0.526 | 0.141 | 0.250 | 0.195 | 0.498 | 0.537 | 0.232 | 0.349 | 0.292 | 0.252 | 0.000 | 0.279 | 0.285 | 0.308 | 0.596 | 0.456 | 0.086 | 0.400 | 0.427 | 0.056 | 0.308 | 0.235 | 0.900 | 0.000 | 0.000 | 0.528 | 1.000 | 0.072 | 0.174 | 0.223 | 0.100 | 0.933 | 0.381 | 0.000 | 0.696 | 0.292 | 0.079 | 0.268 | 0.138 | 0.216 | 0.158 | 0.404 | 0.679 | 0.206 | 0.266 | 0.265 | 0.307 | 0.256 | 0.365 | 0.370 | 0.484 | 0.217 | 0.046 | 0.285 | 0.323 | 0.647 | 0.000 | 0.000 | 0.266 | 0.275 | 1.000 | 0.000 | 0.000 | 0.635 | 0.083 | 0.000 | 0.196 | 0.188 |
| Heating | 0.000 | 0.121 | 0.000 | 0.217 | 0.190 | 0.000 | 0.000 | 0.000 | 0.205 | 0.000 | 0.149 | 0.000 | 0.000 | 0.000 | 0.115 | 0.000 | 0.466 | 0.180 | 0.167 | 0.038 | 0.249 | 0.000 | 0.345 | 0.630 | NaN | 0.000 | 0.220 | 0.350 | 0.256 | 0.017 | 0.000 | 0.080 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.072 | 1.000 | 0.385 | 0.394 | 0.306 | 0.000 | 0.179 | 0.000 | 0.000 | 0.183 | 0.000 | 0.000 | 0.000 | 0.151 | 0.136 | 0.248 | 0.552 | 0.150 | 0.000 | 0.000 | 0.137 | 0.121 | 0.133 | 0.124 | 0.128 | 0.056 | 0.256 | 0.093 | 0.000 | 0.577 | 0.065 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.226 |
| HeatingQC | 0.238 | 0.308 | 0.364 | 0.097 | 0.083 | 0.087 | 0.313 | 0.122 | 0.114 | 0.042 | 0.055 | 0.606 | 0.047 | 0.000 | 0.296 | 0.190 | 0.702 | 0.296 | 0.662 | 0.649 | 0.054 | 0.000 | 0.453 | 0.547 | 0.090 | 0.234 | 0.411 | 0.610 | 0.406 | 0.334 | 0.155 | 0.106 | 0.288 | 0.121 | 0.117 | 0.000 | 0.233 | 0.174 | 0.385 | 1.000 | 0.265 | 0.229 | 0.151 | 0.277 | 0.000 | 0.274 | 0.063 | 0.051 | 0.444 | 0.231 | 0.069 | 0.149 | 0.418 | 0.295 | 0.100 | 0.273 | 0.186 | 0.189 | 0.665 | 0.333 | 0.289 | 0.378 | 0.133 | 0.382 | 0.199 | 0.146 | 0.220 | 0.067 | 0.000 | 0.130 | 0.000 | 0.000 | 0.362 | 0.000 | 0.000 | 0.028 | 0.000 | 0.227 | 0.243 |
| CentralAir | 0.192 | 0.265 | 0.232 | 0.141 | 0.115 | 0.059 | 0.353 | 0.195 | 0.190 | 0.052 | 0.019 | 0.422 | 0.166 | 0.000 | 0.204 | 0.137 | 0.518 | 0.297 | 0.512 | 0.495 | 0.205 | 0.000 | 0.342 | 0.330 | 0.135 | 0.179 | 0.480 | 0.226 | 0.453 | 0.409 | 0.307 | 0.151 | 0.282 | 0.147 | 0.056 | 0.000 | 0.123 | 0.223 | 0.394 | 0.265 | 1.000 | 0.546 | 0.146 | 0.261 | 0.037 | 0.221 | 0.175 | 0.020 | 0.115 | 0.100 | 0.149 | 0.114 | 0.388 | 0.246 | 0.161 | 0.133 | 0.000 | 0.351 | 0.258 | 0.143 | 0.514 | 0.490 | 0.514 | 0.254 | 0.261 | 0.108 | 0.109 | 0.093 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.138 | 0.369 |
| Electrical | 0.178 | 0.264 | 0.206 | 0.080 | 0.045 | 0.000 | 0.417 | 0.235 | 0.157 | 0.000 | 0.000 | 0.338 | 0.156 | 0.000 | 0.170 | 0.228 | 0.327 | 0.227 | 0.397 | 0.380 | 0.000 | 0.000 | 0.365 | 0.408 | 0.404 | 0.042 | 0.339 | 0.135 | 0.247 | 0.380 | 0.200 | 0.161 | 0.180 | 0.099 | 0.000 | 0.000 | 0.051 | 0.100 | 0.306 | 0.229 | 0.546 | 1.000 | 0.084 | 0.101 | 0.000 | 0.134 | 0.122 | 0.000 | 0.113 | 0.056 | 0.037 | 0.055 | 0.355 | 0.177 | 0.058 | 0.081 | 0.000 | 0.212 | 0.286 | 0.176 | 0.221 | 0.192 | 0.355 | 0.164 | 0.177 | 0.083 | 0.046 | 0.166 | 0.000 | 0.054 | 0.000 | NaN | 0.126 | 0.000 | 0.000 | 0.000 | 0.043 | 0.120 | 0.172 |
| 1stFlrSF | 0.130 | 0.385 | 0.225 | 0.398 | 0.665 | 0.000 | 0.196 | 0.159 | 0.162 | 0.062 | 0.081 | 0.530 | 0.108 | 0.191 | 0.202 | 0.492 | 0.497 | 0.207 | 0.308 | 0.285 | 0.263 | 0.000 | 0.241 | 0.245 | 0.299 | 0.552 | 0.401 | 0.000 | 0.246 | 0.411 | 0.047 | 0.331 | 0.357 | 0.899 | 0.035 | 0.126 | 0.452 | 0.933 | 0.000 | 0.151 | 0.146 | 0.084 | 1.000 | 0.412 | 0.000 | 0.868 | 0.287 | 0.208 | 0.303 | 0.191 | 0.234 | 0.085 | 0.372 | 0.695 | 0.000 | 0.330 | 0.235 | 0.291 | 0.212 | 0.336 | 0.345 | 0.451 | 0.231 | 0.122 | 0.233 | 0.376 | 0.706 | 0.000 | 0.000 | 0.103 | 0.401 | 0.000 | 0.068 | 0.000 | 0.635 | 0.053 | 0.050 | 0.115 | 0.148 |
| 2ndFlrSF | 0.228 | 0.691 | 0.470 | 0.282 | 0.354 | 0.047 | 0.243 | 0.271 | 0.072 | 0.000 | 0.000 | 0.613 | 0.069 | 0.000 | 0.401 | 0.705 | 0.475 | 0.217 | 0.539 | 0.445 | 0.300 | 0.127 | 0.250 | 0.391 | 0.000 | 0.297 | 0.315 | 0.168 | 0.319 | 0.420 | 0.134 | 0.253 | 0.242 | 0.224 | 0.097 | 0.215 | 0.299 | 0.381 | 0.179 | 0.277 | 0.261 | 0.101 | 0.412 | 1.000 | 0.000 | 0.697 | 0.335 | 0.089 | 0.775 | 0.664 | 0.516 | 0.222 | 0.294 | 0.651 | 0.146 | 0.341 | 0.298 | 0.440 | 0.458 | 0.370 | 0.452 | 0.503 | 0.201 | 0.229 | 0.169 | 0.386 | 0.170 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.213 | 0.000 | 0.000 | 0.165 | 0.143 | 0.077 | 0.169 |
| LowQualFinSF | 0.000 | 0.386 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.156 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.242 | 0.116 | 0.131 | 0.186 | 0.060 | 0.125 | 0.000 | 0.139 | 0.108 | NaN | 0.000 | 0.094 | 0.000 | 0.165 | 0.000 | 0.116 | 0.000 | 0.080 | 0.000 | 0.000 | 0.000 | 0.126 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.099 | 0.000 | 0.000 | 0.131 | 0.374 | 0.000 | 0.000 | 0.062 | 0.042 | 0.000 | 0.000 | 0.000 | 0.157 | 0.097 | 0.098 | 0.070 | 0.000 | 0.664 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | NaN | 0.000 | 0.000 | 0.041 | 0.214 | 0.017 |
| GrLivArea | 0.156 | 0.512 | 0.165 | 0.500 | 0.631 | 0.101 | 0.220 | 0.211 | 0.131 | 0.037 | 0.000 | 0.525 | 0.162 | 0.000 | 0.156 | 0.383 | 0.516 | 0.328 | 0.329 | 0.299 | 0.226 | 0.085 | 0.265 | 0.302 | 0.213 | 0.518 | 0.396 | 0.055 | 0.370 | 0.567 | 0.000 | 0.246 | 0.218 | 0.670 | 0.099 | 0.398 | 0.269 | 0.696 | 0.000 | 0.274 | 0.221 | 0.134 | 0.868 | 0.697 | 0.000 | 1.000 | 0.204 | 0.163 | 0.610 | 0.609 | 0.484 | 0.194 | 0.414 | 0.786 | 0.000 | 0.409 | 0.358 | 0.391 | 0.327 | 0.517 | 0.538 | 0.484 | 0.163 | 0.157 | 0.425 | 0.485 | 0.839 | 0.000 | 0.000 | 0.000 | 0.079 | NaN | 0.153 | 0.000 | 0.706 | 0.110 | 0.044 | 0.159 | 0.160 |
| BsmtFullBath | 0.077 | 0.389 | 0.113 | 0.163 | 0.110 | 0.000 | 0.431 | 0.112 | 0.134 | 0.034 | 0.099 | 0.342 | 0.000 | 0.067 | 0.272 | 0.257 | 0.261 | 0.086 | 0.234 | 0.202 | 0.191 | 0.290 | 0.074 | 0.064 | 0.000 | 0.233 | 0.301 | 0.055 | 0.205 | 0.389 | 0.233 | 0.441 | 0.499 | 0.505 | 0.170 | 0.169 | 0.364 | 0.292 | 0.183 | 0.063 | 0.175 | 0.122 | 0.287 | 0.335 | 0.000 | 0.204 | 1.000 | 0.111 | 0.351 | 0.212 | 0.358 | 0.254 | 0.305 | 0.128 | 0.033 | 0.156 | 0.000 | 0.324 | 0.155 | 0.425 | 0.371 | 0.239 | 0.124 | 0.098 | 0.115 | 0.266 | 0.186 | 0.000 | 0.000 | 0.000 | 0.155 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.270 |
| BsmtHalfBath | 0.000 | 0.311 | 0.000 | 0.090 | 0.000 | 0.000 | 0.000 | 0.021 | 0.099 | 0.072 | 0.169 | 0.312 | 0.000 | 0.000 | 0.078 | 0.203 | 0.000 | 0.126 | 0.205 | 0.231 | 0.414 | 0.147 | 0.239 | 0.261 | 0.000 | 0.037 | 0.056 | 0.080 | 0.188 | 0.040 | 0.000 | 0.088 | 0.205 | 0.179 | 0.277 | 0.331 | 0.093 | 0.079 | 0.000 | 0.051 | 0.020 | 0.000 | 0.208 | 0.089 | 0.000 | 0.163 | 0.111 | 1.000 | 0.000 | 0.199 | 0.000 | 0.700 | 0.053 | 0.159 | 0.140 | 0.555 | 0.115 | 0.000 | 0.091 | 0.000 | 0.178 | 0.099 | 0.000 | 0.000 | 0.059 | 0.300 | 0.123 | 0.000 | 0.000 | 0.000 | 0.603 | 0.000 | 0.035 | 0.000 | 0.107 | 0.040 | 0.014 | 0.000 | 0.379 |
| FullBath | 0.344 | 0.401 | 0.351 | 0.302 | 0.290 | 0.039 | 0.255 | 0.180 | 0.108 | 0.232 | 0.297 | 0.636 | 0.158 | 0.000 | 0.415 | 0.280 | 0.588 | 0.379 | 0.625 | 0.551 | 0.244 | 0.394 | 0.353 | 0.444 | 0.068 | 0.333 | 0.363 | 0.452 | 0.364 | 0.379 | 0.086 | 0.114 | 0.301 | 0.166 | 0.191 | 0.240 | 0.334 | 0.268 | 0.000 | 0.444 | 0.115 | 0.113 | 0.303 | 0.775 | 0.000 | 0.610 | 0.351 | 0.000 | 1.000 | 0.487 | 0.649 | 0.273 | 0.318 | 0.586 | 0.000 | 0.416 | 0.301 | 0.299 | 0.635 | 0.388 | 0.496 | 0.534 | 0.122 | 0.075 | 0.165 | 0.284 | 0.224 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.164 | 0.000 | 0.000 | 0.138 | 0.097 | 0.202 | 0.205 |
| HalfBath | 0.242 | 0.798 | 0.143 | 0.285 | 0.130 | 0.000 | 0.643 | 0.128 | 0.000 | 0.086 | 0.000 | 0.546 | 0.224 | 0.000 | 0.323 | 0.562 | 0.352 | 0.359 | 0.378 | 0.343 | 0.243 | 0.052 | 0.322 | 0.370 | 0.176 | 0.241 | 0.199 | 0.188 | 0.456 | 0.208 | 0.031 | 0.012 | 0.204 | 0.000 | 0.143 | 0.013 | 0.109 | 0.138 | 0.000 | 0.231 | 0.100 | 0.056 | 0.191 | 0.664 | 0.000 | 0.609 | 0.212 | 0.199 | 0.487 | 1.000 | 0.418 | 0.536 | 0.195 | 0.414 | 0.000 | 0.229 | 0.192 | 0.469 | 0.276 | 0.456 | 0.519 | 0.249 | 0.059 | 0.088 | 0.326 | 0.177 | 0.215 | 0.064 | 0.000 | 0.000 | 0.000 | 0.000 | 0.086 | 0.415 | 0.000 | 0.066 | 0.037 | 0.116 | 0.205 |
| BedroomAbvGr | 0.100 | 0.523 | 0.162 | 0.318 | 0.293 | 0.077 | 0.364 | 0.156 | 0.141 | 0.170 | 0.409 | 0.427 | 0.100 | 0.000 | 0.459 | 0.525 | 0.243 | 0.034 | 0.159 | 0.181 | 0.305 | 0.549 | 0.125 | 0.174 | 0.088 | 0.101 | 0.092 | 0.000 | 0.112 | 0.138 | 0.066 | 0.152 | 0.151 | 0.159 | 0.227 | 0.229 | 0.213 | 0.216 | 0.151 | 0.069 | 0.149 | 0.037 | 0.234 | 0.516 | 0.099 | 0.484 | 0.358 | 0.000 | 0.649 | 0.418 | 1.000 | 0.460 | 0.131 | 0.620 | 0.159 | 0.103 | 0.173 | 0.179 | 0.028 | 0.077 | 0.242 | 0.190 | 0.000 | 0.000 | 0.139 | 0.355 | 0.232 | 0.000 | 0.059 | 0.000 | 0.066 | 1.000 | 0.098 | 0.000 | 0.000 | 0.089 | 0.000 | 0.093 | 0.060 |
| KitchenAbvGr | 0.116 | 0.894 | 0.070 | 0.103 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.049 | 0.000 | 0.208 | 0.000 | 0.000 | 0.662 | 0.151 | 0.142 | 0.129 | 0.157 | 0.225 | 0.401 | 0.150 | 0.249 | 0.341 | 0.263 | 0.000 | 0.119 | 0.095 | 0.333 | 0.075 | 0.030 | 0.044 | 0.186 | 0.086 | 0.233 | 0.212 | 0.262 | 0.158 | 0.136 | 0.149 | 0.114 | 0.055 | 0.085 | 0.222 | 0.000 | 0.194 | 0.254 | 0.700 | 0.273 | 0.536 | 0.460 | 1.000 | 0.135 | 0.451 | 0.104 | 0.150 | 0.000 | 0.244 | 0.084 | 0.249 | 0.493 | 0.273 | 0.000 | 0.081 | 0.202 | 0.032 | 0.183 | 0.000 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 0.063 | 0.010 | 0.078 | 0.472 |
| KitchenQual | 0.254 | 0.367 | 0.211 | 0.273 | 0.250 | 0.104 | 0.661 | 0.327 | 0.333 | 0.000 | 0.046 | 0.696 | 0.168 | 0.143 | 0.196 | 0.236 | 0.750 | 0.351 | 0.589 | 0.611 | 0.281 | 0.067 | 0.495 | 0.484 | 0.264 | 0.403 | 0.880 | 0.137 | 0.487 | 0.820 | 0.270 | 0.469 | 0.417 | 0.354 | 0.099 | 0.049 | 0.236 | 0.404 | 0.248 | 0.418 | 0.388 | 0.355 | 0.372 | 0.294 | 0.000 | 0.414 | 0.305 | 0.053 | 0.318 | 0.195 | 0.131 | 0.135 | 1.000 | 0.329 | 0.090 | 0.202 | 0.256 | 0.326 | 0.431 | 0.341 | 0.498 | 0.481 | 0.295 | 0.175 | 0.188 | 0.246 | 0.199 | 0.113 | 0.000 | 0.000 | 0.027 | 0.000 | 0.096 | 0.000 | 0.073 | 0.113 | 0.047 | 0.338 | 0.331 |
| TotRmsAbvGrd | 0.230 | 0.454 | 0.158 | 0.422 | 0.674 | 0.000 | 0.092 | 0.150 | 0.201 | 0.135 | 0.041 | 0.429 | 0.087 | 0.039 | 0.489 | 0.416 | 0.503 | 0.153 | 0.338 | 0.295 | 0.095 | 0.000 | 0.187 | 0.231 | 0.079 | 0.580 | 0.272 | 0.083 | 0.245 | 0.301 | 0.000 | 0.167 | 0.188 | 0.660 | 0.070 | 0.084 | 0.331 | 0.679 | 0.552 | 0.295 | 0.246 | 0.177 | 0.695 | 0.651 | 0.131 | 0.786 | 0.128 | 0.159 | 0.586 | 0.414 | 0.620 | 0.451 | 0.329 | 1.000 | 0.199 | 0.411 | 0.368 | 0.285 | 0.305 | 0.316 | 0.388 | 0.499 | 0.059 | 0.020 | 0.183 | 0.280 | 0.692 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.157 | 0.000 | 0.679 | 0.190 | 0.129 | 0.134 | 0.197 |
| Functional | 0.030 | 0.142 | 0.045 | 0.165 | 0.348 | 0.054 | 0.000 | 0.000 | 0.189 | 0.000 | 0.051 | 0.138 | 0.000 | 0.000 | 0.106 | 0.179 | 0.279 | 0.481 | 0.208 | 0.137 | 0.034 | 0.056 | 0.326 | 0.194 | 0.000 | 0.000 | 0.134 | 0.121 | 0.182 | 0.113 | 0.130 | 0.057 | 0.087 | 0.083 | 0.057 | 0.044 | 0.000 | 0.206 | 0.150 | 0.100 | 0.161 | 0.058 | 0.000 | 0.146 | 0.374 | 0.000 | 0.033 | 0.140 | 0.000 | 0.000 | 0.159 | 0.104 | 0.090 | 0.199 | 1.000 | 0.183 | 0.000 | 0.233 | 0.175 | 0.188 | 0.080 | 0.112 | 0.075 | 0.146 | 0.217 | 0.276 | 0.183 | 0.336 | 0.329 | 0.000 | 0.368 | 0.000 | 0.000 | 0.000 | 0.000 | 0.082 | 0.000 | 0.000 | 0.091 |
| Fireplaces | 0.227 | 0.293 | 0.282 | 0.283 | 0.404 | 0.000 | 0.000 | 0.148 | 0.188 | 0.134 | 0.130 | 0.560 | 0.142 | 0.045 | 0.290 | 0.160 | 0.471 | 0.202 | 0.396 | 0.325 | 0.139 | 0.171 | 0.257 | 0.310 | 0.042 | 0.415 | 0.214 | 0.246 | 0.174 | 0.234 | 0.000 | 0.176 | 0.193 | 0.266 | 0.142 | 0.230 | 0.043 | 0.266 | 0.000 | 0.273 | 0.133 | 0.081 | 0.330 | 0.341 | 0.000 | 0.409 | 0.156 | 0.555 | 0.416 | 0.229 | 0.103 | 0.150 | 0.202 | 0.411 | 0.183 | 1.000 | 0.000 | 0.256 | 0.315 | 0.293 | 0.284 | 0.392 | 0.098 | 0.142 | 0.185 | 0.365 | 0.099 | 0.305 | 0.000 | 0.166 | 0.657 | 1.000 | 0.217 | 0.000 | 0.007 | 0.000 | 0.066 | 0.132 | 0.096 |
| FireplaceQu | 0.000 | 0.336 | 0.070 | 0.222 | 0.107 | 0.000 | 0.000 | 0.000 | 0.097 | 0.121 | 0.058 | 0.592 | 0.138 | 0.000 | 0.052 | 0.305 | 0.301 | 0.162 | 0.583 | 0.677 | 0.118 | 0.076 | 0.353 | 0.346 | 0.319 | 0.226 | 0.284 | 0.000 | 0.260 | 0.221 | 0.000 | 0.163 | 0.175 | 0.256 | 0.196 | 0.165 | 0.211 | 0.265 | 0.000 | 0.186 | 0.000 | 0.000 | 0.235 | 0.298 | 0.000 | 0.358 | 0.000 | 0.115 | 0.301 | 0.192 | 0.173 | 0.000 | 0.256 | 0.368 | 0.000 | 0.000 | 1.000 | 0.226 | 0.487 | 0.143 | 0.376 | 0.335 | 0.000 | 0.040 | 0.078 | 0.083 | 0.152 | 0.121 | 0.183 | 0.213 | 0.144 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.268 | 0.367 |
| GarageType | 0.240 | 0.531 | 0.320 | 0.469 | 0.350 | 0.048 | 0.365 | 0.282 | 0.091 | 0.082 | 0.170 | 0.627 | 0.159 | 0.022 | 0.194 | 0.404 | 0.386 | 0.347 | 0.511 | 0.395 | 0.336 | 0.163 | 0.455 | 0.383 | 0.000 | 0.210 | 0.335 | 0.115 | 0.588 | 0.441 | 0.137 | 0.254 | 0.398 | 0.215 | 0.041 | 0.000 | 0.173 | 0.307 | 0.137 | 0.189 | 0.351 | 0.212 | 0.291 | 0.440 | 0.062 | 0.391 | 0.324 | 0.000 | 0.299 | 0.469 | 0.179 | 0.244 | 0.326 | 0.285 | 0.233 | 0.256 | 0.226 | 1.000 | 0.335 | 0.786 | 0.306 | 0.317 | 0.245 | 0.169 | 0.559 | 0.149 | 0.136 | 0.101 | 0.000 | 0.000 | 0.148 | NaN | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.203 | 0.311 |
| GarageYrBlt | 0.389 | 0.454 | 0.555 | 0.266 | 0.235 | 0.071 | 0.873 | 0.218 | 0.157 | 0.169 | 0.000 | 0.802 | 0.177 | 0.088 | 0.367 | 0.369 | 0.666 | 0.487 | 0.939 | 0.822 | 0.085 | 0.000 | 0.624 | 0.656 | 0.232 | 0.238 | 0.493 | 0.307 | 0.614 | 0.511 | 0.179 | 0.196 | 0.444 | 0.239 | 0.167 | 0.126 | 0.367 | 0.256 | 0.121 | 0.665 | 0.258 | 0.286 | 0.212 | 0.458 | 0.042 | 0.327 | 0.155 | 0.091 | 0.635 | 0.276 | 0.028 | 0.084 | 0.431 | 0.305 | 0.175 | 0.315 | 0.487 | 0.335 | 1.000 | 0.456 | 0.691 | 0.622 | 0.325 | 0.484 | 0.363 | 0.209 | 0.155 | 0.230 | 0.000 | 0.000 | 0.000 | 0.000 | 0.314 | 0.000 | 0.000 | 0.098 | 0.044 | 0.295 | 0.276 |
| GarageFinish | 0.348 | 0.577 | 0.293 | 0.381 | 0.233 | 0.014 | 0.297 | 0.226 | 0.136 | 0.102 | 0.000 | 0.706 | 0.292 | 0.078 | 0.209 | 0.335 | 0.540 | 0.561 | 0.614 | 0.500 | 0.298 | 0.044 | 0.577 | 0.478 | 0.225 | 0.334 | 0.373 | 0.142 | 0.707 | 0.427 | 0.111 | 0.239 | 0.562 | 0.274 | 0.138 | 0.000 | 0.225 | 0.365 | 0.133 | 0.333 | 0.143 | 0.176 | 0.336 | 0.370 | 0.000 | 0.517 | 0.425 | 0.000 | 0.388 | 0.456 | 0.077 | 0.249 | 0.341 | 0.316 | 0.188 | 0.293 | 0.143 | 0.786 | 0.456 | 1.000 | 0.398 | 0.442 | 0.182 | 0.184 | 0.502 | 0.252 | 0.253 | 0.164 | 0.050 | 0.176 | 0.046 | 0.000 | 0.061 | 0.253 | 0.063 | 0.096 | 0.020 | 0.423 | 0.439 |
| GarageCars | 0.238 | 0.439 | 0.279 | 0.426 | 0.302 | 0.000 | 0.315 | 0.263 | 0.115 | 0.092 | 0.000 | 0.668 | 0.138 | 0.073 | 0.296 | 0.239 | 0.589 | 0.394 | 0.517 | 0.426 | 0.343 | 0.154 | 0.400 | 0.415 | 0.252 | 0.351 | 0.520 | 0.179 | 0.573 | 0.574 | 0.169 | 0.295 | 0.518 | 0.296 | 0.143 | 0.169 | 0.264 | 0.370 | 0.124 | 0.289 | 0.514 | 0.221 | 0.345 | 0.452 | 0.000 | 0.538 | 0.371 | 0.178 | 0.496 | 0.519 | 0.242 | 0.493 | 0.498 | 0.388 | 0.080 | 0.284 | 0.376 | 0.306 | 0.691 | 0.398 | 1.000 | 0.867 | 0.177 | 0.213 | 0.611 | 0.247 | 0.145 | 0.070 | 0.000 | 0.000 | 0.208 | 0.000 | 0.111 | 0.000 | 0.000 | 0.099 | 0.000 | 0.263 | 0.401 |
| GarageArea | 0.255 | 0.338 | 0.432 | 0.354 | 0.472 | 0.000 | 0.419 | 0.253 | 0.101 | 0.155 | 0.000 | 0.621 | 0.131 | 0.000 | 0.390 | 0.218 | 0.676 | 0.311 | 0.553 | 0.481 | 0.306 | 0.282 | 0.340 | 0.367 | 0.299 | 0.517 | 0.548 | 0.151 | 0.382 | 0.554 | 0.191 | 0.296 | 0.325 | 0.445 | 0.000 | 0.054 | 0.312 | 0.484 | 0.128 | 0.378 | 0.490 | 0.192 | 0.451 | 0.503 | 0.000 | 0.484 | 0.239 | 0.099 | 0.534 | 0.249 | 0.190 | 0.273 | 0.481 | 0.499 | 0.112 | 0.392 | 0.335 | 0.317 | 0.622 | 0.442 | 0.867 | 1.000 | 0.387 | 0.351 | 0.449 | 0.249 | 0.291 | 0.000 | 0.076 | 0.233 | 0.078 | 1.000 | 0.106 | 0.000 | 0.258 | 0.144 | 0.000 | 0.191 | 0.268 |
| GarageQual | 0.169 | 0.360 | 0.254 | 0.137 | 0.220 | 0.000 | 0.358 | 0.143 | 0.135 | 0.000 | 0.000 | 0.420 | 0.000 | 0.000 | 0.031 | 0.214 | 0.328 | 0.207 | 0.419 | 0.298 | 0.123 | 0.000 | 0.412 | 0.257 | 0.000 | 0.156 | 0.334 | 0.134 | 0.348 | 0.340 | 0.308 | 0.156 | 0.207 | 0.191 | 0.000 | 0.000 | 0.114 | 0.217 | 0.056 | 0.133 | 0.514 | 0.355 | 0.231 | 0.201 | 0.157 | 0.163 | 0.124 | 0.000 | 0.122 | 0.059 | 0.000 | 0.000 | 0.295 | 0.059 | 0.075 | 0.098 | 0.000 | 0.245 | 0.325 | 0.182 | 0.177 | 0.387 | 1.000 | 0.418 | 0.260 | 0.000 | 0.000 | 0.124 | 0.000 | 0.224 | 0.245 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 | 0.117 | 0.000 |
| GarageCond | 0.072 | 0.131 | 0.335 | 0.000 | 0.078 | 0.026 | 0.203 | 0.041 | 0.064 | 0.000 | 0.000 | 0.297 | 0.000 | 0.000 | 0.104 | 0.117 | 0.491 | 0.333 | 0.371 | 0.270 | 0.170 | 0.127 | 0.251 | 0.265 | 0.000 | 0.000 | 0.162 | 0.426 | 0.186 | 0.159 | 0.103 | 0.000 | 0.118 | 0.027 | 0.000 | 0.000 | 0.000 | 0.046 | 0.256 | 0.382 | 0.254 | 0.164 | 0.122 | 0.229 | 0.097 | 0.157 | 0.098 | 0.000 | 0.075 | 0.088 | 0.000 | 0.081 | 0.175 | 0.020 | 0.146 | 0.142 | 0.040 | 0.169 | 0.484 | 0.184 | 0.213 | 0.351 | 0.418 | 1.000 | 0.367 | 0.000 | 0.000 | 0.000 | 0.280 | 0.000 | 0.295 | 0.000 | 0.000 | 0.000 | 0.000 | 0.141 | 0.000 | 0.220 | 0.037 |
| PavedDrive | 0.242 | 0.353 | 0.334 | 0.359 | 0.259 | 0.110 | 0.224 | 0.142 | 0.041 | 0.053 | 0.000 | 0.619 | 0.290 | 0.000 | 0.157 | 0.244 | 0.485 | 0.546 | 0.562 | 0.412 | 0.269 | 0.000 | 0.416 | 0.447 | 0.532 | 0.197 | 0.210 | 0.249 | 0.535 | 0.283 | 0.175 | 0.105 | 0.465 | 0.226 | 0.063 | 0.000 | 0.221 | 0.285 | 0.093 | 0.199 | 0.261 | 0.177 | 0.233 | 0.169 | 0.098 | 0.425 | 0.115 | 0.059 | 0.165 | 0.326 | 0.139 | 0.202 | 0.188 | 0.183 | 0.217 | 0.185 | 0.078 | 0.559 | 0.363 | 0.502 | 0.611 | 0.449 | 0.260 | 0.367 | 1.000 | 0.144 | 0.000 | 0.305 | 0.000 | 0.000 | 0.181 | NaN | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.245 | 0.248 |
| WoodDeckSF | 0.103 | 0.182 | 0.109 | 0.288 | 0.291 | 0.000 | 0.000 | 0.121 | 0.228 | 0.104 | 0.260 | 0.365 | 0.057 | 0.000 | 0.072 | 0.240 | 0.273 | 0.141 | 0.258 | 0.262 | 0.179 | 0.326 | 0.185 | 0.182 | 0.000 | 0.232 | 0.245 | 0.156 | 0.153 | 0.258 | 0.032 | 0.222 | 0.206 | 0.345 | 0.200 | 0.504 | 0.035 | 0.323 | 0.000 | 0.146 | 0.108 | 0.083 | 0.376 | 0.386 | 0.070 | 0.485 | 0.266 | 0.300 | 0.284 | 0.177 | 0.355 | 0.032 | 0.246 | 0.280 | 0.276 | 0.365 | 0.083 | 0.149 | 0.209 | 0.252 | 0.247 | 0.249 | 0.000 | 0.000 | 0.144 | 1.000 | 0.147 | 0.000 | 0.134 | 0.106 | 0.466 | 0.000 | 0.141 | 0.000 | 0.151 | 0.040 | 0.000 | 0.000 | 0.000 |
| OpenPorchSF | 0.000 | 0.221 | 0.217 | 0.350 | 0.536 | 0.000 | 0.394 | 0.051 | 0.073 | 0.000 | 0.000 | 0.298 | 0.000 | 0.022 | 0.103 | 0.099 | 0.251 | 0.164 | 0.201 | 0.167 | 0.000 | 0.000 | 0.061 | 0.052 | 0.120 | 0.417 | 0.220 | 0.086 | 0.192 | 0.195 | 0.000 | 0.105 | 0.125 | 0.645 | 0.000 | 0.000 | 0.097 | 0.647 | 0.577 | 0.220 | 0.109 | 0.046 | 0.706 | 0.170 | 0.000 | 0.839 | 0.186 | 0.123 | 0.224 | 0.215 | 0.232 | 0.183 | 0.199 | 0.692 | 0.183 | 0.099 | 0.152 | 0.136 | 0.155 | 0.253 | 0.145 | 0.291 | 0.000 | 0.000 | 0.000 | 0.147 | 1.000 | 0.091 | 0.000 | 0.000 | 0.101 | 0.000 | 0.000 | 0.644 | 0.731 | 0.062 | 0.000 | 0.000 | 0.317 |
| EnclosedPorch | 0.107 | 0.120 | 0.149 | 0.048 | 0.382 | 0.091 | 0.246 | 0.043 | 0.000 | 0.000 | 0.000 | 0.268 | 0.078 | 0.000 | 0.111 | 0.182 | 0.082 | 0.145 | 0.309 | 0.234 | 0.000 | 0.000 | 0.198 | 0.207 | 0.057 | 0.050 | 0.148 | 0.209 | 0.172 | 0.187 | 0.166 | 0.087 | 0.152 | 0.000 | 0.058 | 0.268 | 0.113 | 0.000 | 0.065 | 0.067 | 0.093 | 0.166 | 0.000 | 0.000 | 0.664 | 0.000 | 0.000 | 0.000 | 0.039 | 0.064 | 0.000 | 0.000 | 0.113 | 0.000 | 0.336 | 0.305 | 0.121 | 0.101 | 0.230 | 0.164 | 0.070 | 0.000 | 0.124 | 0.000 | 0.305 | 0.000 | 0.091 | 1.000 | 0.000 | 0.000 | 0.809 | 0.000 | 0.000 | 0.367 | 0.000 | 0.000 | 0.000 | 0.000 | 0.125 |
| 3SsnPorch | 0.000 | 0.052 | 0.206 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.242 | 0.000 | 0.049 | 0.275 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.177 | 0.000 | 0.083 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.109 | 0.126 | 0.000 | 0.000 | 0.514 | 0.087 | 0.000 | 0.205 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.000 | 0.329 | 0.000 | 0.183 | 0.000 | 0.000 | 0.050 | 0.000 | 0.076 | 0.000 | 0.280 | 0.000 | 0.134 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| ScreenPorch | 0.061 | 0.112 | 0.000 | 0.089 | 0.353 | 0.000 | 0.000 | 0.000 | 0.160 | 0.027 | 0.133 | 0.151 | 0.247 | 0.000 | 0.000 | 0.000 | 0.120 | 0.000 | 0.019 | 0.143 | 0.092 | 0.000 | 0.000 | 0.000 | 0.000 | 0.102 | 0.080 | 0.000 | 0.150 | 0.001 | 0.000 | 0.129 | 0.100 | 0.133 | 0.119 | 0.077 | 0.000 | 0.266 | 0.000 | 0.130 | 0.000 | 0.054 | 0.103 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.166 | 0.213 | 0.000 | 0.000 | 0.176 | 0.000 | 0.233 | 0.224 | 0.000 | 0.000 | 0.106 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.799 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| PoolArea | 0.003 | 0.000 | 0.000 | 0.495 | 0.557 | 0.000 | NaN | 0.000 | 0.198 | 0.000 | 0.094 | 0.191 | 0.024 | 0.000 | 0.000 | 0.000 | 0.259 | 0.000 | 0.000 | 0.121 | 0.000 | 0.000 | 0.149 | 0.000 | 0.000 | 0.122 | 0.081 | 0.075 | 0.000 | 0.000 | 0.000 | 0.050 | 0.000 | 0.459 | 0.208 | 0.166 | 0.000 | 0.275 | 0.000 | 0.000 | 0.000 | 0.000 | 0.401 | 0.000 | 0.000 | 0.079 | 0.155 | 0.603 | 0.000 | 0.000 | 0.066 | 0.000 | 0.027 | 0.000 | 0.368 | 0.657 | 0.144 | 0.148 | 0.000 | 0.046 | 0.208 | 0.078 | 0.245 | 0.295 | 0.181 | 0.466 | 0.101 | 0.809 | 0.000 | 0.000 | 1.000 | 1.000 | 0.145 | NaN | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| PoolQC | 1.000 | 0.000 | NaN | 0.000 | 0.000 | NaN | NaN | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | NaN | NaN | NaN | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 0.000 | NaN | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | NaN | 1.000 | NaN | 0.000 | NaN | NaN | 0.000 | 0.000 | NaN | NaN | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | NaN | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 1.000 | 1.000 | NaN | NaN | NaN | 0.000 | 1.000 | NaN | NaN |
| Fence | 0.000 | 0.165 | 0.129 | 0.000 | 0.000 | 0.000 | 0.000 | 0.210 | 0.000 | 0.018 | 0.000 | 0.334 | 0.000 | 0.000 | 0.000 | 0.060 | 0.060 | 0.000 | 0.270 | 0.190 | 0.000 | 0.000 | 0.000 | 0.000 | 0.332 | 0.000 | 0.134 | 0.000 | 0.305 | 0.121 | 0.000 | 0.000 | 0.108 | 0.000 | 0.000 | 0.000 | 0.048 | 0.000 | 0.000 | 0.362 | 0.000 | 0.126 | 0.068 | 0.213 | 0.000 | 0.153 | 0.000 | 0.035 | 0.164 | 0.086 | 0.098 | 0.000 | 0.096 | 0.157 | 0.000 | 0.217 | 0.000 | 0.000 | 0.314 | 0.061 | 0.111 | 0.106 | 0.000 | 0.000 | 0.000 | 0.141 | 0.000 | 0.000 | 0.000 | 0.000 | 0.145 | NaN | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| MiscFeature | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 0.637 | 0.000 | 0.000 | 0.338 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.498 | 0.000 | 0.275 | 0.000 | 0.000 | 0.391 | 0.000 | 0.073 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 0.000 | 0.415 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.253 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.644 | 0.367 | 0.000 | 0.799 | NaN | NaN | 0.000 | 1.000 | 0.724 | 0.415 | 0.000 | 0.000 | 0.454 |
| MiscVal | 0.020 | 0.000 | 0.000 | 0.076 | 0.524 | 0.000 | 0.000 | 0.095 | 0.090 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.211 | 0.000 | 0.000 | 0.000 | 0.000 | 0.239 | 0.000 | 0.000 | 0.000 | 0.436 | 0.083 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.018 | 0.636 | 0.000 | 0.000 | 0.000 | 0.635 | 0.000 | 0.000 | 0.000 | 0.000 | 0.635 | 0.000 | 0.000 | 0.706 | 0.000 | 0.107 | 0.000 | 0.000 | 0.000 | 0.000 | 0.073 | 0.679 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.063 | 0.000 | 0.258 | 0.000 | 0.000 | 0.000 | 0.151 | 0.731 | 0.000 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 0.724 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| MoSold | 0.272 | 0.028 | 0.000 | 0.000 | 0.178 | 0.000 | 0.249 | 0.067 | 0.000 | 0.069 | 0.025 | 0.155 | 0.060 | 0.066 | 0.000 | 0.045 | 0.139 | 0.057 | 0.000 | 0.068 | 0.084 | 0.056 | 0.033 | 0.065 | 0.000 | 0.136 | 0.026 | 0.132 | 0.000 | 0.000 | 0.000 | 0.040 | 0.058 | 0.000 | 0.000 | 0.000 | 0.146 | 0.083 | 0.000 | 0.028 | 0.016 | 0.000 | 0.053 | 0.165 | 0.000 | 0.110 | 0.000 | 0.040 | 0.138 | 0.066 | 0.089 | 0.063 | 0.113 | 0.190 | 0.082 | 0.000 | 0.000 | 0.000 | 0.098 | 0.096 | 0.099 | 0.144 | 0.000 | 0.141 | 0.000 | 0.040 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.415 | 0.000 | 1.000 | 0.343 | 0.114 | 0.170 |
| YrSold | 0.997 | 0.096 | 0.167 | 0.042 | 0.086 | 0.000 | 0.112 | 0.000 | 0.000 | 0.000 | 0.051 | 0.177 | 0.058 | 0.000 | 0.000 | 0.057 | 0.084 | 0.061 | 0.000 | 0.088 | 0.000 | 0.000 | 0.000 | 0.000 | 0.026 | 0.101 | 0.000 | 0.054 | 0.000 | 0.012 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.050 | 0.143 | 0.041 | 0.044 | 0.000 | 0.014 | 0.097 | 0.037 | 0.000 | 0.010 | 0.047 | 0.129 | 0.000 | 0.066 | 0.000 | 0.006 | 0.044 | 0.020 | 0.000 | 0.000 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.343 | 1.000 | 0.210 | 0.144 |
| SaleType | 0.205 | 0.227 | 0.153 | 0.000 | 0.000 | 0.060 | 0.286 | 0.103 | 0.046 | 0.000 | 0.000 | 0.344 | 0.136 | 0.000 | 0.112 | 0.125 | 0.363 | 0.271 | 0.354 | 0.390 | 0.043 | 0.000 | 0.222 | 0.270 | 0.247 | 0.000 | 0.405 | 0.111 | 0.284 | 0.363 | 0.089 | 0.129 | 0.237 | 0.114 | 0.060 | 0.000 | 0.205 | 0.196 | 0.000 | 0.227 | 0.138 | 0.120 | 0.115 | 0.077 | 0.214 | 0.159 | 0.027 | 0.000 | 0.202 | 0.116 | 0.093 | 0.078 | 0.338 | 0.134 | 0.000 | 0.132 | 0.268 | 0.203 | 0.295 | 0.423 | 0.263 | 0.191 | 0.117 | 0.220 | 0.245 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 0.000 | 0.000 | 0.114 | 0.210 | 1.000 | 0.737 |
| SaleCondition | 0.232 | 0.295 | 0.162 | 0.151 | 0.183 | 0.313 | 0.255 | 0.117 | 0.124 | 0.000 | 0.034 | 0.410 | 0.133 | 0.075 | 0.211 | 0.123 | 0.321 | 0.272 | 0.372 | 0.427 | 0.226 | 0.078 | 0.366 | 0.374 | 0.426 | 0.120 | 0.360 | 0.102 | 0.408 | 0.318 | 0.131 | 0.136 | 0.295 | 0.149 | 0.028 | 0.000 | 0.230 | 0.188 | 0.226 | 0.243 | 0.369 | 0.172 | 0.148 | 0.169 | 0.017 | 0.160 | 0.270 | 0.379 | 0.205 | 0.205 | 0.060 | 0.472 | 0.331 | 0.197 | 0.091 | 0.096 | 0.367 | 0.311 | 0.276 | 0.439 | 0.401 | 0.268 | 0.000 | 0.037 | 0.248 | 0.000 | 0.317 | 0.125 | 0.000 | 0.000 | 0.000 | NaN | 0.000 | 0.454 | 0.000 | 0.170 | 0.144 | 0.737 | 1.000 |
| Alley | BldgType | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinType2 | BsmtFullBath | BsmtHalfBath | BsmtQual | CentralAir | Condition1 | Condition2 | Electrical | ExterCond | ExterQual | Exterior1st | Exterior2nd | Fence | FireplaceQu | Fireplaces | Foundation | FullBath | Functional | GarageCond | GarageFinish | GarageQual | GarageType | HalfBath | Heating | HeatingQC | HouseStyle | KitchenAbvGr | KitchenQual | LandContour | LandSlope | LotConfig | LotShape | MSZoning | MasVnrType | MiscFeature | Neighborhood | PavedDrive | RoofMatl | RoofStyle | SaleCondition | SaleType | Street | YrSold | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alley | 1.000 | 0.686 | 0.128 | 0.000 | 0.576 | 0.000 | 0.283 | 0.000 | 0.753 | 0.229 | 0.155 | 1.000 | 0.277 | 0.173 | 0.647 | 0.401 | 0.388 | 0.000 | 0.000 | 0.000 | 0.610 | 0.413 | 0.000 | 0.130 | 0.477 | 0.233 | 0.438 | 0.445 | 0.000 | 0.377 | 0.333 | 0.000 | 0.458 | 0.041 | 0.000 | 0.000 | 0.445 | 0.848 | 0.000 | 0.000 | 0.896 | 0.364 | 0.000 | 0.000 | 0.307 | 0.344 | 1.000 | 0.134 |
| BldgType | 0.686 | 1.000 | 0.075 | 0.072 | 0.123 | 0.022 | 0.225 | 0.058 | 0.155 | 0.249 | 0.072 | 0.000 | 0.139 | 0.105 | 0.184 | 0.195 | 0.251 | 0.000 | 0.019 | 0.112 | 0.162 | 0.165 | 0.068 | 0.039 | 0.160 | 0.026 | 0.132 | 0.258 | 0.094 | 0.114 | 0.156 | 0.632 | 0.161 | 0.076 | 0.057 | 0.093 | 0.095 | 0.203 | 0.087 | 0.000 | 0.433 | 0.119 | 0.032 | 0.046 | 0.144 | 0.064 | 0.000 | 0.000 |
| BsmtCond | 0.128 | 0.075 | 1.000 | 0.064 | 0.130 | 0.029 | 0.093 | 0.000 | 0.159 | 0.204 | 0.094 | 0.000 | 0.080 | 0.144 | 0.169 | 0.141 | 0.143 | 0.000 | 0.000 | 0.000 | 0.150 | 0.070 | 0.089 | 0.084 | 0.105 | 0.124 | 0.088 | 0.029 | 0.000 | 0.127 | 0.084 | 0.028 | 0.109 | 0.051 | 0.025 | 0.021 | 0.042 | 0.125 | 0.000 | 0.000 | 0.162 | 0.165 | 0.062 | 0.102 | 0.085 | 0.057 | 0.097 | 0.000 |
| BsmtExposure | 0.000 | 0.072 | 0.064 | 1.000 | 0.219 | 0.042 | 0.184 | 0.083 | 0.263 | 0.100 | 0.075 | 0.094 | 0.064 | 0.057 | 0.220 | 0.145 | 0.145 | 0.000 | 0.133 | 0.144 | 0.142 | 0.093 | 0.039 | 0.000 | 0.228 | 0.062 | 0.166 | 0.012 | 0.076 | 0.087 | 0.239 | 0.042 | 0.197 | 0.193 | 0.187 | 0.083 | 0.133 | 0.101 | 0.027 | 0.000 | 0.268 | 0.099 | 0.080 | 0.132 | 0.088 | 0.083 | 0.000 | 0.000 |
| BsmtFinType1 | 0.576 | 0.123 | 0.130 | 0.219 | 1.000 | 0.206 | 0.344 | 0.086 | 0.364 | 0.203 | 0.068 | 0.000 | 0.117 | 0.064 | 0.316 | 0.242 | 0.236 | 0.069 | 0.119 | 0.131 | 0.295 | 0.209 | 0.052 | 0.080 | 0.277 | 0.134 | 0.153 | 0.086 | 0.041 | 0.200 | 0.158 | 0.078 | 0.280 | 0.094 | 0.072 | 0.068 | 0.112 | 0.150 | 0.116 | 0.000 | 0.321 | 0.217 | 0.067 | 0.077 | 0.111 | 0.120 | 0.047 | 0.016 |
| BsmtFinType2 | 0.000 | 0.022 | 0.029 | 0.042 | 0.206 | 1.000 | 0.110 | 0.119 | 0.080 | 0.041 | 0.044 | 0.000 | 0.000 | 0.067 | 0.072 | 0.093 | 0.124 | 0.000 | 0.133 | 0.096 | 0.102 | 0.130 | 0.034 | 0.000 | 0.057 | 0.000 | 0.015 | 0.059 | 0.000 | 0.079 | 0.074 | 0.099 | 0.064 | 0.071 | 0.098 | 0.032 | 0.000 | 0.042 | 0.020 | 0.000 | 0.163 | 0.026 | 0.156 | 0.076 | 0.010 | 0.030 | 0.000 | 0.000 |
| BsmtFullBath | 0.283 | 0.225 | 0.093 | 0.184 | 0.344 | 0.110 | 1.000 | 0.105 | 0.160 | 0.116 | 0.000 | 0.054 | 0.049 | 0.045 | 0.121 | 0.043 | 0.036 | 0.000 | 0.000 | 0.127 | 0.133 | 0.292 | 0.023 | 0.073 | 0.160 | 0.117 | 0.142 | 0.202 | 0.073 | 0.051 | 0.179 | 0.242 | 0.123 | 0.053 | 0.094 | 0.027 | 0.045 | 0.092 | 0.000 | 0.000 | 0.185 | 0.109 | 0.117 | 0.124 | 0.177 | 0.017 | 0.000 | 0.000 |
| BsmtHalfBath | 0.000 | 0.058 | 0.000 | 0.083 | 0.086 | 0.119 | 0.105 | 1.000 | 0.038 | 0.032 | 0.000 | 0.000 | 0.000 | 0.060 | 0.053 | 0.137 | 0.122 | 0.032 | 0.086 | 0.498 | 0.079 | 0.000 | 0.094 | 0.000 | 0.000 | 0.000 | 0.000 | 0.062 | 0.000 | 0.038 | 0.139 | 0.357 | 0.050 | 0.093 | 0.052 | 0.054 | 0.019 | 0.000 | 0.000 | 0.000 | 0.167 | 0.017 | 0.139 | 0.188 | 0.169 | 0.000 | 0.000 | 0.011 |
| BsmtQual | 0.753 | 0.155 | 0.159 | 0.263 | 0.364 | 0.080 | 0.160 | 0.038 | 1.000 | 0.275 | 0.144 | 0.105 | 0.156 | 0.127 | 0.473 | 0.369 | 0.353 | 0.048 | 0.182 | 0.193 | 0.423 | 0.318 | 0.078 | 0.130 | 0.420 | 0.138 | 0.298 | 0.197 | 0.016 | 0.278 | 0.234 | 0.071 | 0.464 | 0.154 | 0.049 | 0.102 | 0.192 | 0.225 | 0.163 | 0.000 | 0.559 | 0.271 | 0.000 | 0.223 | 0.210 | 0.239 | 0.111 | 0.010 |
| CentralAir | 0.229 | 0.249 | 0.204 | 0.100 | 0.203 | 0.041 | 0.116 | 0.032 | 0.275 | 1.000 | 0.165 | 0.000 | 0.373 | 0.276 | 0.325 | 0.318 | 0.300 | 0.000 | 0.000 | 0.163 | 0.326 | 0.141 | 0.172 | 0.310 | 0.236 | 0.349 | 0.252 | 0.165 | 0.264 | 0.323 | 0.146 | 0.189 | 0.260 | 0.126 | 0.032 | 0.063 | 0.129 | 0.283 | 0.223 | 0.000 | 0.362 | 0.424 | 0.000 | 0.147 | 0.265 | 0.138 | 0.038 | 0.000 |
| Condition1 | 0.155 | 0.072 | 0.094 | 0.075 | 0.068 | 0.044 | 0.000 | 0.000 | 0.144 | 0.165 | 1.000 | 0.365 | 0.100 | 0.056 | 0.144 | 0.086 | 0.045 | 0.000 | 0.080 | 0.082 | 0.071 | 0.091 | 0.000 | 0.000 | 0.134 | 0.000 | 0.079 | 0.100 | 0.000 | 0.027 | 0.047 | 0.000 | 0.108 | 0.064 | 0.000 | 0.113 | 0.096 | 0.091 | 0.218 | 0.000 | 0.192 | 0.133 | 0.041 | 0.000 | 0.066 | 0.044 | 0.189 | 0.033 |
| Condition2 | 1.000 | 0.000 | 0.000 | 0.094 | 0.000 | 0.000 | 0.054 | 0.000 | 0.105 | 0.000 | 0.365 | 1.000 | 0.000 | 0.000 | 0.167 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.117 | 0.094 | 0.000 | 0.035 | 0.074 | 0.000 | 0.000 | 0.000 | 0.121 | 0.000 | 0.000 | 0.029 | 0.050 | 0.000 | 0.000 | 0.000 |
| Electrical | 0.277 | 0.139 | 0.080 | 0.064 | 0.117 | 0.000 | 0.049 | 0.000 | 0.156 | 0.373 | 0.100 | 0.000 | 1.000 | 0.110 | 0.138 | 0.220 | 0.242 | 0.118 | 0.000 | 0.066 | 0.161 | 0.093 | 0.040 | 0.134 | 0.167 | 0.145 | 0.138 | 0.053 | 0.124 | 0.188 | 0.158 | 0.052 | 0.145 | 0.063 | 0.000 | 0.000 | 0.094 | 0.169 | 0.149 | 0.000 | 0.183 | 0.167 | 0.000 | 0.000 | 0.112 | 0.077 | 0.000 | 0.035 |
| ExterCond | 0.173 | 0.105 | 0.144 | 0.057 | 0.064 | 0.067 | 0.045 | 0.060 | 0.127 | 0.276 | 0.056 | 0.000 | 0.110 | 1.000 | 0.280 | 0.163 | 0.103 | 0.000 | 0.000 | 0.094 | 0.131 | 0.183 | 0.077 | 0.171 | 0.107 | 0.109 | 0.078 | 0.143 | 0.292 | 0.267 | 0.059 | 0.071 | 0.112 | 0.081 | 0.065 | 0.029 | 0.046 | 0.099 | 0.000 | 0.000 | 0.162 | 0.193 | 0.000 | 0.000 | 0.069 | 0.064 | 0.112 | 0.020 |
| ExterQual | 0.647 | 0.184 | 0.169 | 0.220 | 0.316 | 0.072 | 0.121 | 0.053 | 0.473 | 0.325 | 0.144 | 0.167 | 0.138 | 0.280 | 1.000 | 0.377 | 0.362 | 0.053 | 0.235 | 0.176 | 0.376 | 0.303 | 0.092 | 0.133 | 0.362 | 0.136 | 0.221 | 0.188 | 0.088 | 0.346 | 0.198 | 0.112 | 0.552 | 0.144 | 0.042 | 0.018 | 0.149 | 0.225 | 0.161 | 0.116 | 0.499 | 0.200 | 0.029 | 0.178 | 0.239 | 0.270 | 0.167 | 0.000 |
| Exterior1st | 0.401 | 0.195 | 0.141 | 0.145 | 0.242 | 0.093 | 0.043 | 0.137 | 0.369 | 0.318 | 0.086 | 0.000 | 0.220 | 0.163 | 0.377 | 1.000 | 0.787 | 0.000 | 0.202 | 0.141 | 0.313 | 0.199 | 0.157 | 0.141 | 0.316 | 0.200 | 0.194 | 0.191 | 0.207 | 0.265 | 0.178 | 0.144 | 0.310 | 0.134 | 0.049 | 0.035 | 0.126 | 0.215 | 0.268 | 0.000 | 0.322 | 0.259 | 0.089 | 0.109 | 0.190 | 0.097 | 0.062 | 0.000 |
| Exterior2nd | 0.388 | 0.251 | 0.143 | 0.145 | 0.236 | 0.124 | 0.036 | 0.122 | 0.353 | 0.300 | 0.045 | 0.000 | 0.242 | 0.103 | 0.362 | 0.787 | 1.000 | 0.000 | 0.198 | 0.137 | 0.322 | 0.204 | 0.089 | 0.141 | 0.303 | 0.147 | 0.198 | 0.181 | 0.411 | 0.264 | 0.185 | 0.165 | 0.294 | 0.114 | 0.040 | 0.161 | 0.124 | 0.233 | 0.203 | 0.000 | 0.376 | 0.228 | 0.140 | 0.168 | 0.184 | 0.113 | 0.000 | 0.000 |
| Fence | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.000 | 0.000 | 0.032 | 0.048 | 0.000 | 0.000 | 0.000 | 0.118 | 0.000 | 0.053 | 0.000 | 0.000 | 1.000 | 0.000 | 0.086 | 0.123 | 0.155 | 0.000 | 0.000 | 0.057 | 0.000 | 0.000 | 0.081 | 0.000 | 0.148 | 0.040 | 0.000 | 0.038 | 0.000 | 0.000 | 0.013 | 0.084 | 0.051 | 0.113 | 0.000 | 0.177 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| FireplaceQu | 0.000 | 0.019 | 0.000 | 0.133 | 0.119 | 0.133 | 0.000 | 0.086 | 0.182 | 0.000 | 0.080 | 0.000 | 0.000 | 0.000 | 0.235 | 0.202 | 0.198 | 0.000 | 1.000 | 0.000 | 0.215 | 0.116 | 0.000 | 0.029 | 0.107 | 0.000 | 0.086 | 0.146 | 0.000 | 0.152 | 0.212 | 0.000 | 0.211 | 0.080 | 0.043 | 0.046 | 0.000 | 0.026 | 0.254 | 0.000 | 0.295 | 0.059 | 0.062 | 0.080 | 0.144 | 0.175 | 0.000 | 0.000 |
| Fireplaces | 0.000 | 0.112 | 0.000 | 0.144 | 0.131 | 0.096 | 0.127 | 0.498 | 0.193 | 0.163 | 0.082 | 0.017 | 0.066 | 0.094 | 0.176 | 0.141 | 0.137 | 0.086 | 0.000 | 1.000 | 0.119 | 0.166 | 0.117 | 0.054 | 0.231 | 0.080 | 0.176 | 0.176 | 0.000 | 0.105 | 0.102 | 0.113 | 0.166 | 0.155 | 0.098 | 0.050 | 0.121 | 0.108 | 0.031 | 0.000 | 0.276 | 0.141 | 0.140 | 0.094 | 0.065 | 0.076 | 0.000 | 0.025 |
| Foundation | 0.610 | 0.162 | 0.150 | 0.142 | 0.295 | 0.102 | 0.133 | 0.079 | 0.423 | 0.326 | 0.071 | 0.000 | 0.161 | 0.131 | 0.376 | 0.313 | 0.322 | 0.123 | 0.215 | 0.119 | 1.000 | 0.257 | 0.109 | 0.127 | 0.388 | 0.230 | 0.247 | 0.211 | 0.167 | 0.290 | 0.213 | 0.146 | 0.334 | 0.092 | 0.000 | 0.000 | 0.152 | 0.264 | 0.242 | 0.000 | 0.423 | 0.259 | 0.000 | 0.099 | 0.158 | 0.145 | 0.172 | 0.000 |
| FullBath | 0.413 | 0.165 | 0.070 | 0.093 | 0.209 | 0.130 | 0.292 | 0.000 | 0.318 | 0.141 | 0.091 | 0.000 | 0.093 | 0.183 | 0.303 | 0.199 | 0.204 | 0.155 | 0.116 | 0.166 | 0.257 | 1.000 | 0.000 | 0.028 | 0.319 | 0.099 | 0.207 | 0.421 | 0.000 | 0.179 | 0.183 | 0.214 | 0.264 | 0.088 | 0.234 | 0.088 | 0.148 | 0.137 | 0.050 | 0.000 | 0.328 | 0.125 | 0.330 | 0.168 | 0.140 | 0.118 | 0.048 | 0.036 |
| Functional | 0.000 | 0.068 | 0.089 | 0.039 | 0.052 | 0.034 | 0.023 | 0.094 | 0.078 | 0.172 | 0.000 | 0.000 | 0.040 | 0.077 | 0.092 | 0.157 | 0.089 | 0.000 | 0.000 | 0.117 | 0.109 | 0.000 | 1.000 | 0.099 | 0.079 | 0.048 | 0.086 | 0.000 | 0.103 | 0.064 | 0.063 | 0.070 | 0.061 | 0.131 | 0.034 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.058 | 0.149 | 0.039 | 0.020 | 0.054 | 0.000 | 0.057 | 0.000 |
| GarageCond | 0.130 | 0.039 | 0.084 | 0.000 | 0.080 | 0.000 | 0.073 | 0.000 | 0.130 | 0.310 | 0.000 | 0.000 | 0.134 | 0.171 | 0.133 | 0.141 | 0.141 | 0.000 | 0.029 | 0.054 | 0.127 | 0.028 | 0.099 | 1.000 | 0.140 | 0.352 | 0.115 | 0.066 | 0.199 | 0.151 | 0.074 | 0.061 | 0.144 | 0.052 | 0.000 | 0.000 | 0.034 | 0.130 | 0.000 | 0.000 | 0.131 | 0.298 | 0.104 | 0.115 | 0.025 | 0.129 | 0.032 | 0.000 |
| GarageFinish | 0.477 | 0.160 | 0.105 | 0.228 | 0.277 | 0.057 | 0.160 | 0.000 | 0.420 | 0.236 | 0.134 | 0.058 | 0.167 | 0.107 | 0.362 | 0.316 | 0.303 | 0.057 | 0.107 | 0.231 | 0.388 | 0.319 | 0.079 | 0.140 | 1.000 | 0.173 | 0.465 | 0.177 | 0.040 | 0.267 | 0.239 | 0.081 | 0.330 | 0.128 | 0.000 | 0.077 | 0.215 | 0.231 | 0.072 | 0.075 | 0.487 | 0.204 | 0.041 | 0.129 | 0.202 | 0.206 | 0.024 | 0.015 |
| GarageQual | 0.233 | 0.026 | 0.124 | 0.062 | 0.134 | 0.000 | 0.117 | 0.000 | 0.138 | 0.349 | 0.000 | 0.000 | 0.145 | 0.109 | 0.136 | 0.200 | 0.147 | 0.000 | 0.000 | 0.080 | 0.230 | 0.099 | 0.048 | 0.352 | 0.173 | 1.000 | 0.160 | 0.056 | 0.052 | 0.109 | 0.148 | 0.000 | 0.119 | 0.054 | 0.000 | 0.000 | 0.057 | 0.209 | 0.000 | 0.000 | 0.232 | 0.248 | 0.000 | 0.080 | 0.000 | 0.075 | 0.000 | 0.037 |
| GarageType | 0.438 | 0.132 | 0.088 | 0.166 | 0.153 | 0.015 | 0.142 | 0.000 | 0.298 | 0.252 | 0.079 | 0.015 | 0.138 | 0.078 | 0.221 | 0.194 | 0.198 | 0.000 | 0.086 | 0.176 | 0.247 | 0.207 | 0.086 | 0.115 | 0.465 | 0.160 | 1.000 | 0.219 | 0.057 | 0.129 | 0.254 | 0.104 | 0.215 | 0.058 | 0.071 | 0.055 | 0.185 | 0.223 | 0.000 | 0.000 | 0.337 | 0.275 | 0.105 | 0.127 | 0.117 | 0.102 | 0.034 | 0.004 |
| HalfBath | 0.445 | 0.258 | 0.029 | 0.012 | 0.086 | 0.059 | 0.202 | 0.062 | 0.197 | 0.165 | 0.100 | 0.000 | 0.053 | 0.143 | 0.188 | 0.191 | 0.181 | 0.081 | 0.146 | 0.176 | 0.211 | 0.421 | 0.000 | 0.066 | 0.177 | 0.056 | 0.219 | 1.000 | 0.000 | 0.178 | 0.451 | 0.226 | 0.185 | 0.000 | 0.000 | 0.064 | 0.121 | 0.108 | 0.054 | 0.152 | 0.334 | 0.112 | 0.049 | 0.103 | 0.086 | 0.051 | 0.000 | 0.028 |
| Heating | 0.000 | 0.094 | 0.000 | 0.076 | 0.041 | 0.000 | 0.073 | 0.000 | 0.016 | 0.264 | 0.000 | 0.000 | 0.124 | 0.292 | 0.088 | 0.207 | 0.411 | 0.000 | 0.000 | 0.000 | 0.167 | 0.000 | 0.103 | 0.199 | 0.040 | 0.052 | 0.057 | 0.000 | 1.000 | 0.323 | 0.000 | 0.128 | 0.100 | 0.082 | 0.141 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.088 | 0.000 | 0.163 | 0.147 | 0.000 | 0.000 | 0.000 |
| HeatingQC | 0.377 | 0.114 | 0.127 | 0.087 | 0.200 | 0.079 | 0.051 | 0.038 | 0.278 | 0.323 | 0.027 | 0.000 | 0.188 | 0.267 | 0.346 | 0.265 | 0.264 | 0.148 | 0.152 | 0.105 | 0.290 | 0.179 | 0.064 | 0.151 | 0.267 | 0.109 | 0.129 | 0.178 | 0.323 | 1.000 | 0.122 | 0.113 | 0.352 | 0.093 | 0.041 | 0.015 | 0.100 | 0.143 | 0.085 | 0.000 | 0.306 | 0.152 | 0.000 | 0.036 | 0.167 | 0.133 | 0.106 | 0.000 |
| HouseStyle | 0.333 | 0.156 | 0.084 | 0.239 | 0.158 | 0.074 | 0.179 | 0.139 | 0.234 | 0.146 | 0.047 | 0.000 | 0.158 | 0.059 | 0.198 | 0.178 | 0.185 | 0.040 | 0.212 | 0.102 | 0.213 | 0.183 | 0.063 | 0.074 | 0.239 | 0.148 | 0.254 | 0.451 | 0.000 | 0.122 | 1.000 | 0.102 | 0.164 | 0.085 | 0.041 | 0.048 | 0.127 | 0.178 | 0.095 | 0.000 | 0.296 | 0.168 | 0.000 | 0.110 | 0.073 | 0.066 | 0.000 | 0.036 |
| KitchenAbvGr | 0.000 | 0.632 | 0.028 | 0.042 | 0.078 | 0.099 | 0.242 | 0.357 | 0.071 | 0.189 | 0.000 | 0.000 | 0.052 | 0.071 | 0.112 | 0.144 | 0.165 | 0.000 | 0.000 | 0.113 | 0.146 | 0.214 | 0.070 | 0.061 | 0.081 | 0.000 | 0.104 | 0.226 | 0.128 | 0.113 | 0.102 | 1.000 | 0.128 | 0.000 | 0.000 | 0.036 | 0.055 | 0.052 | 0.086 | 0.000 | 0.107 | 0.063 | 0.141 | 0.181 | 0.221 | 0.034 | 0.000 | 0.007 |
| KitchenQual | 0.458 | 0.161 | 0.109 | 0.197 | 0.280 | 0.064 | 0.123 | 0.050 | 0.464 | 0.260 | 0.108 | 0.117 | 0.145 | 0.112 | 0.552 | 0.310 | 0.294 | 0.038 | 0.211 | 0.166 | 0.334 | 0.264 | 0.061 | 0.144 | 0.330 | 0.119 | 0.215 | 0.185 | 0.100 | 0.352 | 0.164 | 0.128 | 1.000 | 0.135 | 0.043 | 0.000 | 0.133 | 0.174 | 0.252 | 0.000 | 0.445 | 0.178 | 0.027 | 0.184 | 0.218 | 0.222 | 0.069 | 0.038 |
| LandContour | 0.041 | 0.076 | 0.051 | 0.193 | 0.094 | 0.071 | 0.053 | 0.093 | 0.154 | 0.126 | 0.064 | 0.094 | 0.063 | 0.081 | 0.144 | 0.134 | 0.114 | 0.000 | 0.080 | 0.155 | 0.092 | 0.088 | 0.131 | 0.052 | 0.128 | 0.054 | 0.058 | 0.000 | 0.082 | 0.093 | 0.085 | 0.000 | 0.135 | 1.000 | 0.402 | 0.000 | 0.109 | 0.036 | 0.104 | 0.000 | 0.368 | 0.038 | 0.147 | 0.115 | 0.080 | 0.030 | 0.091 | 0.000 |
| LandSlope | 0.000 | 0.057 | 0.025 | 0.187 | 0.072 | 0.098 | 0.094 | 0.052 | 0.049 | 0.032 | 0.000 | 0.000 | 0.000 | 0.065 | 0.042 | 0.049 | 0.040 | 0.000 | 0.043 | 0.098 | 0.000 | 0.234 | 0.034 | 0.000 | 0.000 | 0.000 | 0.071 | 0.000 | 0.141 | 0.041 | 0.041 | 0.000 | 0.043 | 0.402 | 1.000 | 0.000 | 0.034 | 0.000 | 0.099 | 0.535 | 0.207 | 0.000 | 0.417 | 0.241 | 0.014 | 0.000 | 0.000 | 0.038 |
| LotConfig | 0.000 | 0.093 | 0.021 | 0.083 | 0.068 | 0.032 | 0.027 | 0.054 | 0.102 | 0.063 | 0.113 | 0.035 | 0.000 | 0.029 | 0.018 | 0.035 | 0.161 | 0.013 | 0.046 | 0.050 | 0.000 | 0.088 | 0.000 | 0.000 | 0.077 | 0.000 | 0.055 | 0.064 | 0.000 | 0.015 | 0.048 | 0.036 | 0.000 | 0.000 | 0.000 | 1.000 | 0.214 | 0.096 | 0.052 | 0.000 | 0.166 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| LotShape | 0.445 | 0.095 | 0.042 | 0.133 | 0.112 | 0.000 | 0.045 | 0.019 | 0.192 | 0.129 | 0.096 | 0.074 | 0.094 | 0.046 | 0.149 | 0.126 | 0.124 | 0.084 | 0.000 | 0.121 | 0.152 | 0.148 | 0.000 | 0.034 | 0.215 | 0.057 | 0.185 | 0.121 | 0.000 | 0.100 | 0.127 | 0.055 | 0.133 | 0.109 | 0.034 | 0.214 | 1.000 | 0.158 | 0.044 | 0.300 | 0.275 | 0.134 | 0.000 | 0.000 | 0.075 | 0.066 | 0.000 | 0.000 |
| MSZoning | 0.848 | 0.203 | 0.125 | 0.101 | 0.150 | 0.042 | 0.092 | 0.000 | 0.225 | 0.283 | 0.091 | 0.000 | 0.169 | 0.099 | 0.225 | 0.215 | 0.233 | 0.051 | 0.026 | 0.108 | 0.264 | 0.137 | 0.028 | 0.130 | 0.231 | 0.209 | 0.223 | 0.108 | 0.000 | 0.143 | 0.178 | 0.052 | 0.174 | 0.036 | 0.000 | 0.096 | 0.158 | 1.000 | 0.000 | 0.000 | 0.651 | 0.268 | 0.026 | 0.103 | 0.110 | 0.088 | 0.340 | 0.063 |
| MasVnrType | 0.000 | 0.087 | 0.000 | 0.027 | 0.116 | 0.020 | 0.000 | 0.000 | 0.163 | 0.223 | 0.218 | 0.000 | 0.149 | 0.000 | 0.161 | 0.268 | 0.203 | 0.113 | 0.254 | 0.031 | 0.242 | 0.050 | 0.000 | 0.000 | 0.072 | 0.000 | 0.000 | 0.054 | 1.000 | 0.085 | 0.095 | 0.086 | 0.252 | 0.104 | 0.099 | 0.052 | 0.044 | 0.000 | 1.000 | 0.588 | 0.272 | 0.223 | 0.000 | 0.000 | 0.194 | 0.161 | 0.308 | 0.019 |
| MiscFeature | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.116 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.000 | 0.152 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.535 | 0.000 | 0.300 | 0.000 | 0.588 | 1.000 | 0.000 | 0.000 | 0.441 | 0.000 | 0.443 | 0.000 | 1.000 | 0.000 |
| Neighborhood | 0.896 | 0.433 | 0.162 | 0.268 | 0.321 | 0.163 | 0.185 | 0.167 | 0.559 | 0.362 | 0.192 | 0.121 | 0.183 | 0.162 | 0.499 | 0.322 | 0.376 | 0.177 | 0.295 | 0.276 | 0.423 | 0.328 | 0.058 | 0.131 | 0.487 | 0.232 | 0.337 | 0.334 | 0.000 | 0.306 | 0.296 | 0.107 | 0.445 | 0.368 | 0.207 | 0.166 | 0.275 | 0.651 | 0.272 | 0.000 | 1.000 | 0.398 | 0.205 | 0.212 | 0.196 | 0.138 | 0.237 | 0.076 |
| PavedDrive | 0.364 | 0.119 | 0.165 | 0.099 | 0.217 | 0.026 | 0.109 | 0.017 | 0.271 | 0.424 | 0.133 | 0.000 | 0.167 | 0.193 | 0.200 | 0.259 | 0.228 | 0.000 | 0.059 | 0.141 | 0.259 | 0.125 | 0.149 | 0.298 | 0.204 | 0.248 | 0.275 | 0.112 | 0.088 | 0.152 | 0.168 | 0.063 | 0.178 | 0.038 | 0.000 | 0.040 | 0.134 | 0.268 | 0.223 | 0.000 | 0.398 | 1.000 | 0.000 | 0.115 | 0.106 | 0.110 | 0.182 | 0.000 |
| RoofMatl | 0.000 | 0.032 | 0.062 | 0.080 | 0.067 | 0.156 | 0.117 | 0.139 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.029 | 0.089 | 0.140 | 0.000 | 0.062 | 0.140 | 0.000 | 0.330 | 0.039 | 0.104 | 0.041 | 0.000 | 0.105 | 0.049 | 0.000 | 0.000 | 0.000 | 0.141 | 0.027 | 0.147 | 0.417 | 0.000 | 0.000 | 0.026 | 0.000 | 0.441 | 0.205 | 0.000 | 1.000 | 0.570 | 0.050 | 0.000 | 0.000 | 0.000 |
| RoofStyle | 0.000 | 0.046 | 0.102 | 0.132 | 0.077 | 0.076 | 0.124 | 0.188 | 0.223 | 0.147 | 0.000 | 0.029 | 0.000 | 0.000 | 0.178 | 0.109 | 0.168 | 0.000 | 0.080 | 0.094 | 0.099 | 0.168 | 0.020 | 0.115 | 0.129 | 0.080 | 0.127 | 0.103 | 0.163 | 0.036 | 0.110 | 0.181 | 0.184 | 0.115 | 0.241 | 0.000 | 0.000 | 0.103 | 0.000 | 0.000 | 0.212 | 0.115 | 0.570 | 1.000 | 0.083 | 0.021 | 0.000 | 0.000 |
| SaleCondition | 0.307 | 0.144 | 0.085 | 0.088 | 0.111 | 0.010 | 0.177 | 0.169 | 0.210 | 0.265 | 0.066 | 0.050 | 0.112 | 0.069 | 0.239 | 0.190 | 0.184 | 0.000 | 0.144 | 0.065 | 0.158 | 0.140 | 0.054 | 0.025 | 0.202 | 0.000 | 0.117 | 0.086 | 0.147 | 0.167 | 0.073 | 0.221 | 0.218 | 0.080 | 0.014 | 0.000 | 0.075 | 0.110 | 0.194 | 0.443 | 0.196 | 0.106 | 0.050 | 0.083 | 1.000 | 0.475 | 0.225 | 0.097 |
| SaleType | 0.344 | 0.064 | 0.057 | 0.083 | 0.120 | 0.030 | 0.017 | 0.000 | 0.239 | 0.138 | 0.044 | 0.000 | 0.077 | 0.064 | 0.270 | 0.097 | 0.113 | 0.000 | 0.175 | 0.076 | 0.145 | 0.118 | 0.000 | 0.129 | 0.206 | 0.075 | 0.102 | 0.051 | 0.000 | 0.133 | 0.066 | 0.034 | 0.222 | 0.030 | 0.000 | 0.000 | 0.066 | 0.088 | 0.161 | 0.000 | 0.138 | 0.110 | 0.000 | 0.021 | 0.475 | 1.000 | 0.060 | 0.122 |
| Street | 1.000 | 0.000 | 0.097 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.111 | 0.038 | 0.189 | 0.000 | 0.000 | 0.112 | 0.167 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.172 | 0.048 | 0.057 | 0.032 | 0.024 | 0.000 | 0.034 | 0.000 | 0.000 | 0.106 | 0.000 | 0.000 | 0.069 | 0.091 | 0.000 | 0.000 | 0.000 | 0.340 | 0.308 | 1.000 | 0.237 | 0.182 | 0.000 | 0.000 | 0.225 | 0.060 | 1.000 | 0.000 |
| YrSold | 0.134 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.011 | 0.010 | 0.000 | 0.033 | 0.000 | 0.035 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.036 | 0.000 | 0.000 | 0.015 | 0.037 | 0.004 | 0.028 | 0.000 | 0.000 | 0.036 | 0.007 | 0.038 | 0.000 | 0.038 | 0.000 | 0.000 | 0.063 | 0.019 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.097 | 0.122 | 0.000 | 1.000 |
| Id | MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Functional | Fireplaces | FireplaceQu | GarageType | GarageYrBlt | GarageFinish | GarageCars | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | YrSold | SaleType | SaleCondition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1461 | 20 | RH | 80.0 | 11622 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | NAmes | Feedr | Norm | 1Fam | 1Story | 5 | 6 | 1961 | 1961 | Gable | CompShg | VinylSd | VinylSd | NaN | 0.0 | TA | TA | CBlock | TA | TA | No | Rec | 468.0 | LwQ | 144.0 | 270.0 | 882.0 | GasA | TA | Y | SBrkr | 896 | 0 | 0 | 896 | 0.0 | 0.0 | 1 | 0 | 2 | 1 | TA | 5 | Typ | 0 | NaN | Attchd | 1961.0 | Unf | 1.0 | 730.0 | TA | TA | Y | 140 | 0 | 0 | 0 | 120 | 0 | NaN | MnPrv | NaN | 0 | 6 | 2010 | WD | Normal |
| 1 | 1462 | 20 | RL | 81.0 | 14267 | Pave | NaN | IR1 | Lvl | AllPub | Corner | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 6 | 6 | 1958 | 1958 | Hip | CompShg | Wd Sdng | Wd Sdng | BrkFace | 108.0 | TA | TA | CBlock | TA | TA | No | ALQ | 923.0 | Unf | 0.0 | 406.0 | 1329.0 | GasA | TA | Y | SBrkr | 1329 | 0 | 0 | 1329 | 0.0 | 0.0 | 1 | 1 | 3 | 1 | Gd | 6 | Typ | 0 | NaN | Attchd | 1958.0 | Unf | 1.0 | 312.0 | TA | TA | Y | 393 | 36 | 0 | 0 | 0 | 0 | NaN | NaN | Gar2 | 12500 | 6 | 2010 | WD | Normal |
| 2 | 1463 | 60 | RL | 74.0 | 13830 | Pave | NaN | IR1 | Lvl | AllPub | Inside | Gtl | Gilbert | Norm | Norm | 1Fam | 2Story | 5 | 5 | 1997 | 1998 | Gable | CompShg | VinylSd | VinylSd | NaN | 0.0 | TA | TA | PConc | Gd | TA | No | GLQ | 791.0 | Unf | 0.0 | 137.0 | 928.0 | GasA | Gd | Y | SBrkr | 928 | 701 | 0 | 1629 | 0.0 | 0.0 | 2 | 1 | 3 | 1 | TA | 6 | Typ | 1 | TA | Attchd | 1997.0 | Fin | 2.0 | 482.0 | TA | TA | Y | 212 | 34 | 0 | 0 | 0 | 0 | NaN | MnPrv | NaN | 0 | 3 | 2010 | WD | Normal |
| 3 | 1464 | 60 | RL | 78.0 | 9978 | Pave | NaN | IR1 | Lvl | AllPub | Inside | Gtl | Gilbert | Norm | Norm | 1Fam | 2Story | 6 | 6 | 1998 | 1998 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 20.0 | TA | TA | PConc | TA | TA | No | GLQ | 602.0 | Unf | 0.0 | 324.0 | 926.0 | GasA | Ex | Y | SBrkr | 926 | 678 | 0 | 1604 | 0.0 | 0.0 | 2 | 1 | 3 | 1 | Gd | 7 | Typ | 1 | Gd | Attchd | 1998.0 | Fin | 2.0 | 470.0 | TA | TA | Y | 360 | 36 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 6 | 2010 | WD | Normal |
| 4 | 1465 | 120 | RL | 43.0 | 5005 | Pave | NaN | IR1 | HLS | AllPub | Inside | Gtl | StoneBr | Norm | Norm | TwnhsE | 1Story | 8 | 5 | 1992 | 1992 | Gable | CompShg | HdBoard | HdBoard | NaN | 0.0 | Gd | TA | PConc | Gd | TA | No | ALQ | 263.0 | Unf | 0.0 | 1017.0 | 1280.0 | GasA | Ex | Y | SBrkr | 1280 | 0 | 0 | 1280 | 0.0 | 0.0 | 2 | 0 | 2 | 1 | Gd | 5 | Typ | 0 | NaN | Attchd | 1992.0 | RFn | 2.0 | 506.0 | TA | TA | Y | 0 | 82 | 0 | 0 | 144 | 0 | NaN | NaN | NaN | 0 | 1 | 2010 | WD | Normal |
| 5 | 1466 | 60 | RL | 75.0 | 10000 | Pave | NaN | IR1 | Lvl | AllPub | Corner | Gtl | Gilbert | Norm | Norm | 1Fam | 2Story | 6 | 5 | 1993 | 1994 | Gable | CompShg | HdBoard | HdBoard | NaN | 0.0 | TA | TA | PConc | Gd | TA | No | Unf | 0.0 | Unf | 0.0 | 763.0 | 763.0 | GasA | Gd | Y | SBrkr | 763 | 892 | 0 | 1655 | 0.0 | 0.0 | 2 | 1 | 3 | 1 | TA | 7 | Typ | 1 | TA | Attchd | 1993.0 | Fin | 2.0 | 440.0 | TA | TA | Y | 157 | 84 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 4 | 2010 | WD | Normal |
| 6 | 1467 | 20 | RL | NaN | 7980 | Pave | NaN | IR1 | Lvl | AllPub | Inside | Gtl | Gilbert | Norm | Norm | 1Fam | 1Story | 6 | 7 | 1992 | 2007 | Gable | CompShg | HdBoard | HdBoard | NaN | 0.0 | TA | Gd | PConc | Gd | TA | No | ALQ | 935.0 | Unf | 0.0 | 233.0 | 1168.0 | GasA | Ex | Y | SBrkr | 1187 | 0 | 0 | 1187 | 1.0 | 0.0 | 2 | 0 | 3 | 1 | TA | 6 | Typ | 0 | NaN | Attchd | 1992.0 | Fin | 2.0 | 420.0 | TA | TA | Y | 483 | 21 | 0 | 0 | 0 | 0 | NaN | GdPrv | Shed | 500 | 3 | 2010 | WD | Normal |
| 7 | 1468 | 60 | RL | 63.0 | 8402 | Pave | NaN | IR1 | Lvl | AllPub | Inside | Gtl | Gilbert | Norm | Norm | 1Fam | 2Story | 6 | 5 | 1998 | 1998 | Gable | CompShg | VinylSd | VinylSd | NaN | 0.0 | TA | TA | PConc | Gd | TA | No | Unf | 0.0 | Unf | 0.0 | 789.0 | 789.0 | GasA | Gd | Y | SBrkr | 789 | 676 | 0 | 1465 | 0.0 | 0.0 | 2 | 1 | 3 | 1 | TA | 7 | Typ | 1 | Gd | Attchd | 1998.0 | Fin | 2.0 | 393.0 | TA | TA | Y | 0 | 75 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 5 | 2010 | WD | Normal |
| 8 | 1469 | 20 | RL | 85.0 | 10176 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | Gilbert | Norm | Norm | 1Fam | 1Story | 7 | 5 | 1990 | 1990 | Gable | CompShg | HdBoard | HdBoard | NaN | 0.0 | TA | TA | PConc | Gd | TA | Gd | GLQ | 637.0 | Unf | 0.0 | 663.0 | 1300.0 | GasA | Gd | Y | SBrkr | 1341 | 0 | 0 | 1341 | 1.0 | 0.0 | 1 | 1 | 2 | 1 | Gd | 5 | Typ | 1 | Po | Attchd | 1990.0 | Unf | 2.0 | 506.0 | TA | TA | Y | 192 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 2 | 2010 | WD | Normal |
| 9 | 1470 | 20 | RL | 70.0 | 8400 | Pave | NaN | Reg | Lvl | AllPub | Corner | Gtl | NAmes | Norm | Norm | 1Fam | 1Story | 4 | 5 | 1970 | 1970 | Gable | CompShg | Plywood | Plywood | NaN | 0.0 | TA | TA | CBlock | TA | TA | No | ALQ | 804.0 | Rec | 78.0 | 0.0 | 882.0 | GasA | TA | Y | SBrkr | 882 | 0 | 0 | 882 | 1.0 | 0.0 | 1 | 0 | 2 | 1 | TA | 4 | Typ | 0 | NaN | Attchd | 1970.0 | Fin | 2.0 | 525.0 | TA | TA | Y | 240 | 0 | 0 | 0 | 0 | 0 | NaN | MnPrv | NaN | 0 | 4 | 2010 | WD | Normal |
| Id | MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | BldgType | HouseStyle | OverallQual | OverallCond | YearBuilt | YearRemodAdd | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | TotalBsmtSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | TotRmsAbvGrd | Functional | Fireplaces | FireplaceQu | GarageType | GarageYrBlt | GarageFinish | GarageCars | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | YrSold | SaleType | SaleCondition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1449 | 2910 | 180 | RM | 21.0 | 1470 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | MeadowV | Norm | Norm | Twnhs | SFoyer | 4 | 6 | 1970 | 1970 | Gable | CompShg | CemntBd | CmentBd | NaN | 0.0 | TA | TA | CBlock | Gd | TA | Av | GLQ | 522.0 | Unf | 0.0 | 108.0 | 630.0 | GasA | TA | Y | SBrkr | 630 | 0 | 0 | 630 | 1.0 | 0.0 | 1 | 0 | 1 | 1 | TA | 3 | Typ | 0 | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | Y | 0 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 4 | 2006 | WD | Normal |
| 1450 | 2911 | 160 | RM | 21.0 | 1484 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | MeadowV | Norm | Norm | TwnhsE | 2Story | 4 | 4 | 1972 | 1972 | Gable | CompShg | CemntBd | CmentBd | NaN | 0.0 | TA | TA | CBlock | TA | TA | No | Rec | 252.0 | Unf | 0.0 | 294.0 | 546.0 | GasA | TA | Y | SBrkr | 546 | 546 | 0 | 1092 | 0.0 | 0.0 | 1 | 1 | 3 | 1 | TA | 5 | Typ | 0 | NaN | Attchd | 1972.0 | Unf | 1.0 | 253.0 | TA | Fa | Y | 0 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 5 | 2006 | WD | Normal |
| 1451 | 2912 | 20 | RL | 80.0 | 13384 | Pave | NaN | Reg | Lvl | AllPub | Inside | Mod | Mitchel | Norm | Norm | 1Fam | 1Story | 5 | 5 | 1969 | 1979 | Gable | CompShg | Plywood | Plywood | BrkFace | 194.0 | TA | TA | PConc | TA | TA | Av | Rec | 119.0 | BLQ | 344.0 | 641.0 | 1104.0 | GasA | Fa | Y | SBrkr | 1360 | 0 | 0 | 1360 | 1.0 | 0.0 | 1 | 0 | 3 | 1 | TA | 8 | Typ | 1 | TA | Attchd | 1969.0 | RFn | 1.0 | 336.0 | TA | TA | Y | 160 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 5 | 2006 | WD | Normal |
| 1452 | 2913 | 160 | RM | 21.0 | 1533 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | MeadowV | Norm | Norm | Twnhs | 2Story | 4 | 5 | 1970 | 1970 | Gable | CompShg | CemntBd | CmentBd | NaN | 0.0 | TA | TA | CBlock | TA | TA | No | Rec | 408.0 | Unf | 0.0 | 138.0 | 546.0 | GasA | TA | Y | SBrkr | 546 | 546 | 0 | 1092 | 0.0 | 0.0 | 1 | 1 | 3 | 1 | TA | 5 | Typ | 0 | NaN | CarPort | 1970.0 | Unf | 1.0 | 286.0 | TA | TA | Y | 0 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 12 | 2006 | WD | Abnorml |
| 1453 | 2914 | 160 | RM | 21.0 | 1526 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | MeadowV | Norm | Norm | Twnhs | 2Story | 4 | 5 | 1970 | 1970 | Gable | CompShg | CemntBd | CmentBd | NaN | 0.0 | TA | TA | CBlock | TA | TA | No | Unf | 0.0 | Unf | 0.0 | 546.0 | 546.0 | GasA | TA | Y | SBrkr | 546 | 546 | 0 | 1092 | 0.0 | 0.0 | 1 | 1 | 3 | 1 | TA | 5 | Typ | 0 | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | Y | 0 | 34 | 0 | 0 | 0 | 0 | NaN | GdPrv | NaN | 0 | 6 | 2006 | WD | Normal |
| 1454 | 2915 | 160 | RM | 21.0 | 1936 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | MeadowV | Norm | Norm | Twnhs | 2Story | 4 | 7 | 1970 | 1970 | Gable | CompShg | CemntBd | CmentBd | NaN | 0.0 | TA | TA | CBlock | TA | TA | No | Unf | 0.0 | Unf | 0.0 | 546.0 | 546.0 | GasA | Gd | Y | SBrkr | 546 | 546 | 0 | 1092 | 0.0 | 0.0 | 1 | 1 | 3 | 1 | TA | 5 | Typ | 0 | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | Y | 0 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 6 | 2006 | WD | Normal |
| 1455 | 2916 | 160 | RM | 21.0 | 1894 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | MeadowV | Norm | Norm | TwnhsE | 2Story | 4 | 5 | 1970 | 1970 | Gable | CompShg | CemntBd | CmentBd | NaN | 0.0 | TA | TA | CBlock | TA | TA | No | Rec | 252.0 | Unf | 0.0 | 294.0 | 546.0 | GasA | TA | Y | SBrkr | 546 | 546 | 0 | 1092 | 0.0 | 0.0 | 1 | 1 | 3 | 1 | TA | 6 | Typ | 0 | NaN | CarPort | 1970.0 | Unf | 1.0 | 286.0 | TA | TA | Y | 0 | 24 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 4 | 2006 | WD | Abnorml |
| 1456 | 2917 | 20 | RL | 160.0 | 20000 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | Mitchel | Norm | Norm | 1Fam | 1Story | 5 | 7 | 1960 | 1996 | Gable | CompShg | VinylSd | VinylSd | NaN | 0.0 | TA | TA | CBlock | TA | TA | No | ALQ | 1224.0 | Unf | 0.0 | 0.0 | 1224.0 | GasA | Ex | Y | SBrkr | 1224 | 0 | 0 | 1224 | 1.0 | 0.0 | 1 | 0 | 4 | 1 | TA | 7 | Typ | 1 | TA | Detchd | 1960.0 | Unf | 2.0 | 576.0 | TA | TA | Y | 474 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 9 | 2006 | WD | Abnorml |
| 1457 | 2918 | 85 | RL | 62.0 | 10441 | Pave | NaN | Reg | Lvl | AllPub | Inside | Gtl | Mitchel | Norm | Norm | 1Fam | SFoyer | 5 | 5 | 1992 | 1992 | Gable | CompShg | HdBoard | Wd Shng | NaN | 0.0 | TA | TA | PConc | Gd | TA | Av | GLQ | 337.0 | Unf | 0.0 | 575.0 | 912.0 | GasA | TA | Y | SBrkr | 970 | 0 | 0 | 970 | 0.0 | 1.0 | 1 | 0 | 3 | 1 | TA | 6 | Typ | 0 | NaN | NaN | NaN | NaN | 0.0 | 0.0 | NaN | NaN | Y | 80 | 32 | 0 | 0 | 0 | 0 | NaN | MnPrv | Shed | 700 | 7 | 2006 | WD | Normal |
| 1458 | 2919 | 60 | RL | 74.0 | 9627 | Pave | NaN | Reg | Lvl | AllPub | Inside | Mod | Mitchel | Norm | Norm | 1Fam | 2Story | 7 | 5 | 1993 | 1994 | Gable | CompShg | HdBoard | HdBoard | BrkFace | 94.0 | TA | TA | PConc | Gd | TA | Av | LwQ | 758.0 | Unf | 0.0 | 238.0 | 996.0 | GasA | Ex | Y | SBrkr | 996 | 1004 | 0 | 2000 | 0.0 | 0.0 | 2 | 1 | 3 | 1 | TA | 9 | Typ | 1 | TA | Attchd | 1993.0 | Fin | 3.0 | 650.0 | TA | TA | Y | 190 | 48 | 0 | 0 | 0 | 0 | NaN | NaN | NaN | 0 | 11 | 2006 | WD | Normal |